{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU",
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "8fb1aa572e9648658fdff4c9abed7214": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "VBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "VBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "VBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_0f5a2e02363a4b68ad597453eb71e140",
              "IPY_MODEL_4c8b1def014d4aca994ad397577919e5",
              "IPY_MODEL_7e83151c9dd14ab4b5752e05d0792c71",
              "IPY_MODEL_e7f51ada2c2e4e27a24c64a3fc845fe8"
            ],
            "layout": "IPY_MODEL_88c7e06b805940c6b9867f02f4539cdc"
          }
        },
        "f5516144765e4c26a3ceade1a2e76a90": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_aa255df49a2545ddb7937a331a72d1c2",
            "placeholder": "​",
            "style": "IPY_MODEL_033a625d542d48c19f02a30df1a58299",
            "value": "<center> <img\nsrc=https://huggingface.co/front/assets/huggingface_logo-noborder.svg\nalt='Hugging Face'> <br> Copy a token from <a\nhref=\"https://huggingface.co/settings/tokens\" target=\"_blank\">your Hugging Face\ntokens page</a> and paste it below. <br> Immediately click login after copying\nyour token or it might be stored in plain text in this notebook file. </center>"
          }
        },
        "2f569991bf4147ff966bbd64e7ca3c68": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "PasswordModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "PasswordModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "PasswordView",
            "continuous_update": true,
            "description": "Token:",
            "description_tooltip": null,
            "disabled": false,
            "layout": "IPY_MODEL_3e74180253fd452b9223bf8c51a995e6",
            "placeholder": "​",
            "style": "IPY_MODEL_4c924e1452d543678efbdd9aec23b0df",
            "value": ""
          }
        },
        "8bd462d2916e400fa0c48820e0da3616": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "CheckboxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "CheckboxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "CheckboxView",
            "description": "Add token as git credential?",
            "description_tooltip": null,
            "disabled": false,
            "indent": true,
            "layout": "IPY_MODEL_e0e223f84ce14cae8e5052e327bbbce4",
            "style": "IPY_MODEL_f6b38f1e605c4258a9e0b871d1b444b8",
            "value": true
          }
        },
        "52a5b92dc6cc497ea66d3d46ccd7f650": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ButtonModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ButtonModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ButtonView",
            "button_style": "",
            "description": "Login",
            "disabled": false,
            "icon": "",
            "layout": "IPY_MODEL_fd5ac67cdf474c0e97e0a2d5242a550d",
            "style": "IPY_MODEL_916fb973a1714dbdb3d67c55457a8658",
            "tooltip": ""
          }
        },
        "0ba467d85f634d4ebbf294884574f307": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_11d40c78f5124591a042bf4a55c0fd7d",
            "placeholder": "​",
            "style": "IPY_MODEL_96ce9a7122414cbbb5b5bb53c9b3f087",
            "value": "\n<b>Pro Tip:</b> If you don't already have one, you can create a dedicated\n'notebooks' token with 'write' access, that you can then easily reuse for all\nnotebooks. </center>"
          }
        },
        "88c7e06b805940c6b9867f02f4539cdc": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": "center",
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": "flex",
            "flex": null,
            "flex_flow": "column",
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "50%"
          }
        },
        "aa255df49a2545ddb7937a331a72d1c2": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "033a625d542d48c19f02a30df1a58299": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "3e74180253fd452b9223bf8c51a995e6": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "4c924e1452d543678efbdd9aec23b0df": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "e0e223f84ce14cae8e5052e327bbbce4": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "f6b38f1e605c4258a9e0b871d1b444b8": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "fd5ac67cdf474c0e97e0a2d5242a550d": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "916fb973a1714dbdb3d67c55457a8658": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ButtonStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ButtonStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "button_color": null,
            "font_weight": ""
          }
        },
        "11d40c78f5124591a042bf4a55c0fd7d": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "96ce9a7122414cbbb5b5bb53c9b3f087": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "1e469b1a2e1141da9dc721f2daf20763": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "LabelModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "LabelModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "LabelView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_38592c2bf7124d9f806316c630c29023",
            "placeholder": "​",
            "style": "IPY_MODEL_7db1ce0063d9492186cd5ae5021f2d49",
            "value": "Connecting..."
          }
        },
        "38592c2bf7124d9f806316c630c29023": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "7db1ce0063d9492186cd5ae5021f2d49": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "0f5a2e02363a4b68ad597453eb71e140": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "LabelModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "LabelModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "LabelView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_61cb39b16c6640fe8b8de171105c3010",
            "placeholder": "​",
            "style": "IPY_MODEL_3e71e73b9e554f1989122935c80246a1",
            "value": "Token is valid (permission: write)."
          }
        },
        "4c8b1def014d4aca994ad397577919e5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "LabelModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "LabelModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "LabelView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_aac4190ee2544cd2b7f4faf01a66a072",
            "placeholder": "​",
            "style": "IPY_MODEL_3a5633de68ab48fd8c2672ba0fecc73a",
            "value": "Your token has been saved in your configured git credential helpers (store)."
          }
        },
        "7e83151c9dd14ab4b5752e05d0792c71": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "LabelModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "LabelModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "LabelView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_48e4018ccf794a06ab46a997a50d27a4",
            "placeholder": "​",
            "style": "IPY_MODEL_e8461fd6aa61415fa242ff029c2886b1",
            "value": "Your token has been saved to /root/.cache/huggingface/token"
          }
        },
        "e7f51ada2c2e4e27a24c64a3fc845fe8": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "LabelModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "LabelModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "LabelView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_a6702442c8f64b4e913898c334b8dba6",
            "placeholder": "​",
            "style": "IPY_MODEL_c74d0f31e4594de78dbfdf9b58bfcd07",
            "value": "Login successful"
          }
        },
        "61cb39b16c6640fe8b8de171105c3010": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "3e71e73b9e554f1989122935c80246a1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "aac4190ee2544cd2b7f4faf01a66a072": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "3a5633de68ab48fd8c2672ba0fecc73a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "48e4018ccf794a06ab46a997a50d27a4": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "e8461fd6aa61415fa242ff029c2886b1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "a6702442c8f64b4e913898c334b8dba6": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "c74d0f31e4594de78dbfdf9b58bfcd07": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        }
      }
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "mplMu-3nJTpU"
      },
      "outputs": [],
      "source": [
        "import librosa\n",
        "\n",
        "array, sampling_rate = librosa.load(librosa.ex(\"trumpet\"))"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import librosa.display\n",
        "\n",
        "plt.figure().set_figwidth(12)\n",
        "librosa.display.waveshow(array, sr=sampling_rate)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 467
        },
        "id": "UTdw17ISJax4",
        "outputId": "ea0f83d7-e084-42f8-d149-dde81dbdf8dc"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<librosa.display.AdaptiveWaveplot at 0x78511cbe1060>"
            ]
          },
          "metadata": {},
          "execution_count": 2
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "\n",
        "dft_input = array[:4096]\n",
        "\n",
        "# calculate the DFT\n",
        "window = np.hanning(len(dft_input))\n",
        "windowed_input = dft_input * window\n",
        "dft = np.fft.rfft(windowed_input)\n",
        "\n",
        "# get the amplitude spectrum in decibels\n",
        "amplitude = np.abs(dft)\n",
        "amplitude_db = librosa.amplitude_to_db(amplitude, ref=np.max)\n",
        "\n",
        "# get the frequency bins\n",
        "frequency = librosa.fft_frequencies(sr=sampling_rate, n_fft=len(dft_input))\n",
        "\n",
        "plt.figure().set_figwidth(12)\n",
        "plt.plot(frequency, amplitude_db)\n",
        "plt.xlabel(\"Frequency (Hz)\")\n",
        "plt.ylabel(\"Amplitude (dB)\")\n",
        "plt.xscale(\"log\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 454
        },
        "id": "tNBgu69SJvJ6",
        "outputId": "33f5adc5-d6b3-48b6-ae3a-2434f430a53c"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "\n",
        "D = librosa.stft(array)\n",
        "S_db = librosa.amplitude_to_db(np.abs(D), ref=np.max)\n",
        "\n",
        "plt.figure().set_figwidth(12)\n",
        "librosa.display.specshow(S_db, x_axis=\"time\", y_axis=\"hz\")\n",
        "plt.colorbar()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 473
        },
        "id": "mPk9A5hkJvh3",
        "outputId": "cac74bac-fd24-404a-b70e-70d71068cfe9"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.colorbar.Colorbar at 0x78511cc361a0>"
            ]
          },
          "metadata": {},
          "execution_count": 4
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x480 with 2 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAA60AAAG2CAYAAACUK2CuAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOz9eZxcZZn3j1/n1F5dXUt3Ot3p7AkhhDUQMAQQQSJB3HDQGdQZQfzBPA7g4zIDKAri6PjFx0cF5xkYnVGZGZgZZ3FjFIksihJCWAIJWSD71nvXvled8/ujzbk+90lXpbqqurs6ud68eL2u6jp31amz5f7c16aZpmmSIAiCIAiCIAiCILQg+nTvgCAIgiAIgiAIgiBUQkSrIAiCIAiCIAiC0LKIaBUEQRAEQRAEQRBaFhGtgiAIgiAIgiAIQssiolUQBEEQBEEQBEFoWUS0CoIgCIIgCIIgCC2LiFZBEARBEARBEAShZRHRKgiCIAiCIAiCILQsIloFQRAEQRAEQRCElkVEqyAIgiAIgiAIgtCyiGgVBEEQBEEQBEEQLP7f//t/tGjRIvJ6vbR69Wp64YUXpnV/RLQKgiAIgiAIgiAIRET07//+7/SZz3yG7rnnHnr55ZfpnHPOoXXr1tHg4OC07ZNmmqY5bd8uCIIgCIIgCIIgtAyrV6+mCy64gP72b/+WiIgMw6D58+fTbbfdRnfeeee07JNzWr71BMQwDDpy5Ai1t7eTpmnTvTuCIAiCIAiCcFJjmiYlk0nq7e0lXZ95Aaa5XI4KhULDn2Oa5jH6xOPxkMfjOWbbQqFAL730En3uc5+z/qbrOq1du5Y2bNjQ8L7Ui4jWJnHkyBGaP3/+dO+GIAiCIAiCIAjAwYMHad68edO9GxMil8vR4sVzqb9/tOHPCgQClEqllL/dc8899KUvfemYbYeHh6lcLlN3d7fy9+7ubtqxY0fD+1IvIlqbRHt7+x8snYjE0yoIgiAIgiAI04tJRAbM02cOhUKB+vtHad/+H1Ew6K/7cxKJDC1a+Md08OBBCgaD1t/H87K2MiJamwS73DUS0SoIgiAIgiAIrcFMTt0LBrwUDPjq/wDDGPucYFARrZWYNWsWORwOGhgYUP4+MDBAPT099e9Hg8y84G5BEARBEARBEISTAcNo/P8J4Ha7adWqVfTkk0/CLhj05JNP0po1a5r962pGPK2CIAiCIAiCIAitSB3C85jxE+Qzn/kMXX/99XT++efTW97yFvr2t79N6XSaPvaxj9W/Hw0iolUQBEEQBEEQBEEgIqI/+ZM/oaGhIbr77rupv7+fVq5cSY8//vgxxZmmEhGtgiAIgiAIgiAIrYhpjv3fyPg6uPXWW+nWW2+t/3ubjIhWQRAEQRAEQRCEVsQwGwwPbkDwthBSiEkQBEEQBEEQBEFoWcTTKgiCIAiCIAiC0IpMQyGmVkREqyAIgiAIgiAIQisiopWIJDxYEARBEARBEARBaGHE0yoIgiAIgiAIgtCKiKeViES0CoIgCIIgCIIgtCZmg6LVPDFEq4QHC4IgCIIgCIIgCC2LeFqFGYlGmmWbdGL0nzoemsZrTOYJsmomCIIgCIIgVEYzDdIamPc1MraVENEqzEhOFqGKaJrHsk0zO417Uju67lFeOx3tll0oDk/17pxwtPkWWbZL91l2LL19GvZGEARBEISmIzmtRCSiVRAaBj2gRJPnBTWMmSFUEdMoKK8LhgjVRvF55ll2rjBq2elyYjp2RxAEQRCEycQwx/5vZPwJgIjWScLtmqW8nm6v0skYTjtVTFWorg6etBkjYDVNealrXsueMb+hxcjmD033LgiCIAiCIEwpIlqbjkYaaVVF6nQISBGqMx/TzFu20xlW3iuX4rwdnGu/d4Flux1typipCCHF77eTzu6b9O8/0eloP2vcv48mt0zxnjSHGbkwIwiCIAiTiYQHE5GI1klgTDJUCxkVAXligYsQRJN3fvEaKpViNY3J5A6w3ewdqgERppMLilOPu2ca96Q5iFAVBEEQBBsiWolIROskoJOmaVLd9SRiOhYhNE29dU2zNOX7IEw/mIaQL/RP454IgiAIgiBMHiJam0ybdwFpmoMKpZTy90Jx0LIdEKbpgHC4ZuS9dravtOygs9eyE6Ujlj2S3Nzw90wWJ0tbl0Z/p4jUkxcMuQ545lj2YHzmF7kKti237E73UsvuMPl39tGbypgjsd9O6DvsofW1Ri0IgiAIwrRgmkSNzInNEyPCU0Rrk0nn9pNGWlXvW7mcHte2g+K22nYICtKslyuLYphoKzMTharX06u8zuWPVNiSmYm/U2gN8NopllNVthyf6S7K5nJ2WLbbFVTeS6R3Wna+yHnazsAayy6V89QIIlIFQRCEGYWEBxORiNamo2nusfBgo7GJFVFtQtXhUCd9XjdPCGdKPiGGukYCKyw7ntlj2c0W982kmkhFQYvb4cS9WBqlRsF+qEYTrj1hZpAvJSc8Zrpz6vF6r/Xa35t42rJFdAqCIAjCyYeI1iYT8I2FB5fKakGRRj2dSg6jWbZMt1MVrX7IcQt65lp2tsiTw6moGjsRMNTVqfste0XwGsuOmYeVMcPZNyw74OECNDiJT2bUMMKpAkMcz3K+w7K7AwHLPlSOWvYLsb9v+DtbSai6XbMtu92reqELsKgwXednpoOh5Q5YrKgGnhOvO2LZKVjYaoVrCL3AkqMrCIIgCCR9Wv+AiNYmky8mSNN0KkILEjvY1gFzWqt5HSrlMNqrFHsdIctOFtizl6uwP61W0GcwvtGyc22xitt1+E6xbKfGE/fhxMuTsl920Lsb8i9R3ssURiz7iJu9xdsLBy3b7+i0bJ9nnjK+Uh9O9M7awfOI+dPTAX7/yDTvy4lIFjz2PltoeiXwnEz39VEN9AJj7mmt3lW8D6b7WSYIgiAITUHCg4lIRGvTKRQHiGwtUOxgW4dGWzzYPbidvmWW7XSwIM5V8K62wsQOBaAOAhTz2+wUPOxRLZYmntfXKBiGbO+JiYVyhnI7LNsko+KYWsBFDXsxmWILCxGhueA9WyglLHt2aLVlD9uKrbWCF3Wi1BMG3ArPM0EQBEEQmo+I1ibjcIRI0/Rpy7s6GH1yWr63EVAALo+8x7JP0xdZdrJcVMY8k/oBjE9QK4ELCehVnxu6yLI9znbLriZgMVfVB5Vis/m+hvdTmPlgekAOnjnVRCq2ySkWOSpgunNd7eiay7INs1hlS0EQBEE4gTEb9LSeIMU/RbQ2Gb9nNmmagzK2v6OIRS8ZCq56KspWq1yL36N6d1vL69LuZ+9wp9Fl2S+Yz1u2Vw8pY+a0r7LsA9H1k7h3E0epzmrysY7m9lq2vSVSJfBczZTCWoj9+tSIw9krhUELtdPm5lxVTXNYdrVlnGa01moW9vQGfAaKUBUEQRAEIs0wSGtAtDYytpUQ0dpkUtkDpGlaVWHYTC+sGzx2RESz/Vz4p9XEXCWwtcVBDxdY6qSFlp2mmDLmUHxivRknE3uorq7kl7JASGX3UCO0+RbBd7iU9wpQgKqVCtjYKyvb91tojBhU2C7VEXEQbuNq3en8gGU3o6J1LUjrJ0EQBEE4DqbZWK9V6dPaOL/97W/p//yf/0MvvfQS9fX10Y9//GO65pprrPdN06R77rmHvve971EsFqOLL76YHnzwQVq2jD1zo6OjdNttt9HPf/5z0nWdrr32Wrr//vspAJVaX3vtNbrlllto06ZN1NXVRbfddhvdfvvtyr78x3/8B33xi1+kffv20bJly+i+++6jq6++esK/yTQLROaxOa3oTawUGlqPZ8Ge95mDIkBYxRa3m+4+jXawMMy+6K+mcU/qw74IUa1g0kTB8GIUfK1ceRf32Z6zLd6zxsE2Vw6H17IDXg4fj6Zer+mzWq2SeLVrx9rGtvAh15QgCIIgnPhMq2hNp9N0zjnn0I033kh/9Ed/dMz7X//61+mBBx6ghx9+mBYvXkxf/OIXad26dbRt2zbyescmax/5yEeor6+P1q9fT8VikT72sY/RzTffTI8++igRESUSCbryyitp7dq19NBDD9GWLVvoxhtvpHA4TDfffDMRET333HP0oQ99iL72ta/Ru9/9bnr00UfpmmuuoZdffpnOPPPMCf2mNu9C0jSHUnSHSJ1YYTucRidc2MqCiMgJk1j0vqGQcrt40lsq55TxreSlqwYWOzKg+Eq1nqmTRU9ojfK6DOd0KNGYxyrcxlWSseJwxvY7p6M/bSVQbEQCZyjvpfNDlt3KVWxbmRVBzvvuNPiaOKiz1zVKtYnWlgPuZYwswND4Wp+ZWEm4DZ4XTluboEwBr8naQqelSrEgCIIwZUj1YCIi0kyzNXzGmqYpnlbTNKm3t5c++9nP0l/+5V8SEVE8Hqfu7m764Q9/SNdddx1t376dTj/9dNq0aROdf/75RET0+OOP09VXX02HDh2i3t5eevDBB+muu+6i/v5+crvdRER055130k9+8hPasWOssuuf/MmfUDqdpscee8zanwsvvJBWrlxJDz30UE37n0gkKBQKkcvZ84dCTFHlfZxoYZ4fhscV7WNqyD31uHuU19izdAQqiGLumITkNRf7OSgbvBDQzFBw9LARlZX3Wkm0IvZ2PrjAMFMWSFoNLM7VavnpMxEp+CQIgnAiYxJRmeLxOAWDweNu3Uoc1RaxDd+gYMB3/AGVPieVpfCav5yRxwBp2ZzWvXv3Un9/P61du9b6WygUotWrV9OGDRvouuuuow0bNlA4HLYEKxHR2rVrSdd12rhxI73//e+nDRs20KWXXmoJViKidevW0X333UfRaJQikQht2LCBPvOZzyjfv27dOvrJT35Scf/y+Tzl8zxhTCTG8smKpSE6Xssbp47eUM5Dw+qwRESZ7H7LrhTGa5/4o2BCUKiil7JUVktGtVKRlpnCZIovFChOh39KvrOZOHS38rpYnPr2RCcaJgirWcHzLBuLXA0lXpzSfZrJiFAVBEEQhNanZUVrf//YpLy7u1v5e3d3t/Vef38/zZ5tC491Oqmjo0PZZvHixcd8xtH3IpEI9ff3V/2e8fja175G99577zF/d7u6SdP0YybrWJwnX4xZNhY8sQtGLPBTq8cOt8P+p37w7qayXMVWt4XKYbixhG/Wht2bWCyzMGvU04qeNHul1VqYjjBGjCQo2hZFyqW4fXNhguAC1HDi5YY+C6/dVqvm3BXkxUhMt6j2m/F619CD2mA/bEEQBEGYNgxz7P9Gxp8AtKxobXU+97nPKd7ZRCJB8+fP/4Mw0CmTUwUvTuTVgimVcx4d4JENg0dlFIqs2MMDsQfj3MBb+O8ae+kGQVAnsgeV8ZU8tfVQj2DC3FsUaa3sAZ7MyT7m9XV6uZhX0hVRtqtUeAePe7X2Is0szoXee1ysGdsHvCbEwzUd4Lm2L65NBdUW49BzvFRn0VqCcHhvWA1tGs5yxfFKqQ9FePzYF+rwOmzVMHtBEAThJEZyWomohUVrT89YnuDAwADNmcMib2BggFauXGltMzioegNLpRKNjo5a43t6emhgYEDZ5ujr421z9P3x8Hg85PF4jvl7sTRC44UHY4GgWosFYQhopXBQNc9RFQV7o7+w7EqVhCeTejx7bR72eBvgXWll0TqZYAGabL7PsmvNZaw1l7mZVaSbmccrVKeexQbcrtE2TPVQzduOXtRhYrs3fKlluzU1r6cIPY/LNbT9Ea+rIAiCIMw8Wla0Ll68mHp6eujJJ5+0RGoikaCNGzfSJz7xCSIiWrNmDcViMXrppZdo1apVRET01FNPkWEYtHr1amubu+66i4rFIrlcY+Fi69evp+XLl1MkErG2efLJJ+lTn/qU9f3r16+nNWvUqrC14HCESNN0ivhPUf4ecHDYbbTA4bmNtpywT9KMcnLc7aZKqDYKiqxicfzfcrKihgqrt66usycdrwkpunXiYV+oOkotgq0VqFVcY9RFFMR1q4UxC4IgCMKkYpgNelolPLhhUqkU7dq1y3q9d+9e2rx5M3V0dNCCBQvoU5/6FH3lK1+hZcuWWS1vent7rQrDK1asoKuuuopuuukmeuihh6hYLNKtt95K1113HfX2joXjfvjDH6Z7772XPv7xj9Mdd9xBW7dupfvvv5++9a1vWd/7v//3/6a3ve1t9H//7/+ld73rXfRv//Zv9OKLL9J3v/vdCf8mlyNAmqbTcOIl5e9m8FzLrpSbaBci9eRkTUXfVft+NjNXMgN9ZmstNjQd1VSx4iiG8BKpPVTRQzSa5Wu90dY89mOOggVFjdvJditP9nGf7QsvrdBLuJXAc43PklrD8dXwWB4/VR5I3OeQf7nyXqX2M5j7LwiCIAgnFaY59n8j408AplW0vvjii3T55Zdbr4/miF5//fX0wx/+kG6//XZKp9N08803UywWo0suuYQef/xxq0crEdEjjzxCt956K11xxRWk6zpde+219MADD1jvh0IheuKJJ+iWW26hVatW0axZs+juu++2erQSEV100UX06KOP0he+8AX6/Oc/T8uWLaOf/OQnE+7RSjSWz6dp+jET7VoKptgnmvha1zkkrtbJJbZiwYliswVTMynWWKin3c/5nTkQulMlWrHiKIpUIvW4m5CLd6bvXZZd9Bcse0/+OWW8/fMmCoqa7DR43+q5VmeKl7AVwOJJ3X7ug1sy+do/HP+dMgbvWbxHMAe+CNf0ZN7j6P3PFtU2XyFYAMrCgst0hDELgiAIgtA6tEyf1pnO0V5KRA46XsubZoIePyIij5tzQvPFEXiHJ4qt3NsRqxcj9krGGDrocgYsO5M7MDk7VgV7YRc8vm8N3WbZHdCy5oDJv2dz7J+V8SgYMBfZCUVzRpNbGtjjyQU9z9m8misu+YTNZTqqQ08mmKPrdHKxsVI5ZtkS8i4IgiDUzgnQp/Wpr1Iw4D3+gEqfk8pR+O13zchjgLRsTutMxeXs+oNXU51YTVYhIXuPQez7Suhdge2mI5y2GhgauiLwTssuE+//3tzvlTGnea6w7ITOoYNvToNo1TRVtJ4f/ii/gCWhN03uuztscF5zNbGBucgd7WdZNnrIiIhKUPV0uoUhFo8Smg/ev93QFsaj8eJNujyijMG+req1gxW6p7/FFUao1BMSjJWJsW8t4nap/2CXDY56aDQKZTKpJ4JBEARBOAEwG2x5M4n+ya9+9av0P//zP7R582Zyu90Ui8WO2ebAgQP0iU98gp5++mkKBAJ0/fXX09e+9jVyOicmQ0W0NhmH7iZN04/JWy1MUncPu2dyHrS58RB79vqL3BKlUnuU6cLn5kl0wGi37AgUFzor8GFlzKEC5z2+mVdDIacae2jrPoPzmV0w0RxJsQCtdRGjs32lZbuh7+5osXU9rdXABQoJCa4PE0RWLMsLIZ0+Lv6Ws4XZnxX5M8vOanzcD6Y2TsYuThu1VK62i2F7jn4tYIh2rsBCdzK9wCJUBUEQTlJauOVNoVCgD37wg7RmzRr6x3/8x2PeL5fL9K53vYt6enroueeeo76+PvroRz9KLpeL/uZv/mZC3yWitcnkCoeJSDtGTNbaemSi2L0je6KPWTbmVtZa1Gg6KEDLCsPNxyYJPWNfLGxSxvTHN0z+jtVJrhiz7GSZJ7T1eNsxJ7Y4QyatDhDXkTZ7oR0+BhkRrXWhQ5h5m4efM0fiHI1gj8DY0mCe9EykUjsgzZa+UU9YdSsXNRMEQRCEqeLee+8lIqIf/vCH477/xBNP0LZt2+jXv/41dXd308qVK+mv//qv6Y477qAvfelL5HbX3i9eRGuT0TQPaZpGbZ4u5e/Ysn6qwvAKhYHjb9QCeFwhy96nvWrZifxhyzaM1s3Xs7cgmeM7x7KzBheaOQQLB7X214xn2JPWDV5XXJAgaq1FiTKEKkv+YfPRIRy907nEsn1hzgE9GH2yps86kT3fle4rqUYtCIIgzCia5GlNJNR/5z0eD3k8nvFGNI0NGzbQWWedRd3dXHNn3bp19IlPfIJef/11Ovfcc6uMVhHR2mS87tlj1YNtk/V2b69lp3U+7I3mUPm9C5TXK7zvGHe717O/bNp3NhuslrvEc5Fln+3hPrn92pAy5tX8w5O/Y3XiMvkBkNMc426jOzgMuppYCPrmW3anttCyo5paTbVVC/JgeDQRkcMzx7Kno2jWiQCGtw4WuM9zGope2Qu02T2v1t+NjGXXupDSTOy52QZcu07wKFevKs732IkmvAVBEARhrE9rA/8u/2Hs/PnzlT/fc8899KUvfamBHTs+/f39imAlIut1f//EHC4iWptMrjBImqZRxlbgSOlDaaTsw+rGPvHf735l/P1qMaFaiQNFLhizJcPCLORfMt7mLYHfo96MB3IvWHau2Fh/yWKZQ4Kzbp6Q6/rk9cptFKzsnLeJCFzMaVWh3epgu6dZ7lMtO+TiPMuDCVued3l80Trdx71ayHwt+al2UKxjaL14/AVBEISTnYMHDyrVgyt5We+880667777qn7W9u3b6bTTTmvq/h0PEa1NxjTLNJbTqnoQHDqXqi6WOb+1nolZNaLpXZaNnoqZQjLHIcE+EIPTVTyqFu9TsZxWX4NXqGx7j/9em0eoHTyT7SaLwbRnrrJdK1XsRU9gpqDmKrRSGPNMJQMLUAfh+srn+yy7lUNgKwlLosbFZSWPsiAIgiDMWExj7P9GxhNRMBisqeXNZz/7WbrhhhuqbrNkSW3OpJ6eHnrhhReUvw0MDFjvTQQRrU1G01ykadoxFSnbvSwy0pBr2qhotVcpnh/kkFqXxqK1L8u5osUyhwSWodiRnWYL6lrAcFicwI4v/SafWib/haLaXqSZbYSwOmxbGy+EFErTdUSOD4qSiG+x8l7ayWHRyZOwOFAzCIOn1ecIWzb6LFs5sgKFpdfTq7zX5ubCUjG4Piot/giCIAjCCU+TwoNrpauri7q6uo6/YQ2sWbOGvvrVr9Lg4CDNnj32b/z69espGAzS6aefPqHPEtHaZPyebtI0Bzl11eU+GJ+s1hKqaE2UeLKaLXARoErVLu3i2uEIjLvdVDGanHmtXMa860wzw15DXhbxDqrsoWolUJQMp7cr703HQsiJRhkWRdogoiPi52ul0KZWmt6X4nDh6fZ2YxRKoaDmqjt09syvCF5j2WXia+rN5BPKGLmmBEEQBGF6OHDgAI2OjtKBAweoXC7T5s2biYjolFNOoUAgQFdeeSWdfvrp9Gd/9mf09a9/nfr7++kLX/gC3XLLLRMuAiWitclkC0OkaVpVzwDm/Nl7Bk4UuyhKZA9adi2TOfv4VpoAYuuUVva0eNxqe6Nymb3XjZ5fbO2Ta1th2dlidLzNWwIsDpaDkFWhOcRgIQDt6SikVA/V8lgxzH1rhZB37JFK1FrPLEEQBEFoOi3cp/Xuu++mhx/m4qhHqwE//fTTdNlll5HD4aDHHnuMPvGJT9CaNWuora2Nrr/+evryl7884e/STNNs3dnNDCKRSFAoFCKXs4c0TSeXU80nLZYyYLOQ8ULrEpezTRmTgkkbhpzi5HRu+G3KGAwJ3hv9xQR/RWsRCZxh2cudb1Xei2t8DLdHfzRl+zTVoHDvDV5o2cmCGv4Zs3k0x/8sNY9BKq3OTLqC51u218Htog7FnrbsarmheB1gEbFcgcPcG11sqRV77j/uN+6DDlWojSr9ijE03enkY1NNKONnt3lZEGPucK2LZtif2972DH9bLferIAiC0AxMIipTPB6vKZ+zlTiqLWI/+RwF27zHH1Dpc9I5Cl/ztRl5DBDxtDYZl9NPmqZToagKgrLBkx4MwcWw3WyNqZDoRRlIvaa8F/IvGncM5r7i5Mne79MwCpbd6MS10ndWY3Zo9bh/fyGhtrgxq+TizgQUb6Stny4uUOBxO5J4Hv6uesgDPk6IT2XVdjhHqSZS6zlXlcDfViip3ylescaJZsYvtlb7eePQcgeEsperiMFmgotuXnen8h4u1OGzCZ9L1UQrhs1X+j26rQ1TpG25ZSsF37SJ//OIPbinqh+3IAiCIJwMiGhtMpncfiKYlI2Hx8Ur8BH/KZY9lHhxvM2rYheWcXboKpPDOaFLLNsB3oiBFBdoGu/zGqEe8eOoMFG0T1Qxb9QL4bnTUYDGPgmuNqm2tgHRac+JnehnEalCFYvbYI5gtQrDzWwJIv1XJxcU/vUsAqDXcDo8frjolkjvrLhdPbm3eB1X8o7a76mR5OZxt9NaIG+8mYtJgiAIwgzFMBsMDz4xgmpFtDYZXW8jTdPIBM8AEdHc8KWW3W2yV8xJDsvOtyWVMdUmdJUolWPj7xcUbCpDoZyAd46yXQ48N1MlPlD0pQrsnUCRZffAujUekylzWOP0iFY1kRwnxRiK2RngnFTc/yHbZBRb5gR9i8b9zoRNgJpwTlu5cqzQOBhS63Jy1EYrtT2aTOwVh1HMNTNSpJpIxLzaSkXumoEIVUEQBGGqqwe3KiJam4xDHwsP7mxfqfwdhapJPBHZkl9v2R3epcqYBW7OXesrcdjaaGqrZWs2r67LxeF23W1nWXaQ2BuZIBaG9VTrdTrDyusyiKx6CsCgyEvneAKIOa2d+kJlTJ7Ypex0smjMeo5fMbnZlMsp5TWG6l7h+6Blz/Wz1zNR4GvgCVP1/GCl6QJ4i/xuFivVPLC9sECSLHAhJGkxc2IQ9vNzwqvzokgG7p1Gq1Y3G4yM8DQYGWEXcuiRtedtTxZT9WwRBEEQBKIG+7TSibEAKqK1yXhcQdI0Bw0kXlb+brbzBZMBDwB6R+yekoNgY4ERTWPvrNfdTQhO6FAcDxqcBzdcIRyuVpqdl4iek3ltF1h2u8lVlgOG2opHB7F+xMFHajomk3aBcKbnSssehZ64AykW90Vo4RGHXqx2Ah72hKN31r5YgYsFsdy+GvZ68ghCjmA6p1YPluJPjVMy+JpKK/nPrSVUEczj90KBpHxBzfus5TdUCxuu5fqqJ5xfEARBEITpRURrk0lld9N4Oa0pKLbT5T3Nsr3gtazayxVym7BQjx2Ps92yD0afPM7etgbobenTOcd2T+6wZfeGLlbG9NAyyx7Ib5vEvTs+iyNXK689BntUB3WeYI8YLE5RqFabhOMCg98z17KrebSnO6cUhaqI1OZTqf9yM1tpNRtc6IrVuOiF3llcqKv2/KsFEamCIAjCjELCg4lIRGvT8XsXkqbptNB7ofL3ToOLLx2kNyx7BEJ9q+HQ28b9u92z2BHi0FBnkD0KGGZaT67sZIJe5D8KfsSyVyxgoV4w1IWA3w9N7+9Bb03WUHumJnTOTY6bLEirLkpUoANCpN06e6vsFYLR84qTfQNyXaeKakIVverN7Gd7MuF08LWHuZWz/Ozh7k++oowJ+zlkPeycb9nJMl+f2BN4MsHw+UJJDa3HiruzbCkWR7EXrMM2M+1evr7wmSeh8YIgCMKMRUQrEYlobToO3U2a5qAcqZOxYZ1DdfdHn7DsWnNAK03qccJGRNSmc94jeiOTThZWLecJA5G1Pc+T1q2DHCo4Qqo418HzPB2gt8anR5T3IkbYsh0aC4k+etayaz3vqTyLinYQfPbiT5E2LvKULfK1Mt1eV+wzS6SGhhahsrGI1trBhYhF/ossO2ZyZIL9eA4l+PUQsehT2s/A9TWZxbxwwQXbIxERlcp8XWOF7Xyp8nMKhe6ItJkRBEEQhBMSEa1NJlcYJU3TaV9G9YR1tHNRJNLAa2g2tvph7wW4N/lbyy5DL9OWEKcVQAG4s/CMZaN3BEMfiYhKJdW7OZ3sj61XXg96OVwZ+/XWU6QKxYMbQr+D4K0iIoqCt3m6wx+xTYeuqeJ6OlqsnGhkIWw+7+X8Vg0qkVfLeVaAsNvpqDpdbVHFBdEMDjdfR5X6EAuCIAjCCYlhNNjyRgoxCePg0L2kaTq5vGrhIAzJS7nZe1ZtooiTf4+7Z9wxx7RbMbnlAwpVDGetJmowtHS6C7tMleenHlQPla1tUIG9Wo0uFizreL9l95Q5FHSfrubxtpIYxKrPvc6zlffyGousXdGfWra09qgdXAArEed3FqFA09KO9ypj9sQ4ukO9//m41/qMaBT0vtvTHvCZVzA4WsUwWrfIlCAIgiBMKhIeTEQiWptOoZQkTdPI61Y9g4P5HZZdtOVxHcXefxDDQUswiSxBRdre9guUMXMNDgkuahxGeMB8jfelSm7ldAhVzGktQ5GVVhOqCHqulvkuV97r8UL+ssZhzdui/1bH97CoaNe8lh2iHmW7g9Q6xFJ8rZttqhhtd/E1LUK1PnwODkf3aRxufSjFURZDhpr3ieCiQrbIEQuFwlCzdvEYsE0WFmWye+KXBtZaNqZY7I3+wrLtz0mnzvdFvsifXWvI+VSJdVxgbLSYlCAIgiCcbIhobTKGkSAijdLZiXvYitDvlIgoRex1yBdH4Dt4YnUgqoamDns5TBTbpYy2WPElBHP0ClVy11qVLbFHldevNrH4UcnkEO+9GlccfiPxP037jmbTE1pj2e26mnP9JnhXhfrAIkteN/RlDnJfZ5+m5lnvTzxt2dEU93xWCniB+KMmF/Cq1CbLLiwHS1ykboHzXMs+PXKdZVdb/MHf0+7nBbx8kZ+t9pSKyRKq9tY6JqRrCIIgCELNiKeViES0Nh2vey5pml5Xv9AyVLskIsraXtfCEt9bx/37YGnilWunCocjaNkeV9iym90PdrKwV+gNQ1EkXedbbDS5ZcKfnSixtznkZO9qyG/LaU1xePB0h3Xj8fCaavjnbBBWU1Wt9kRjTvsqyw4Qi9YDuRcsuy/7+5o+ywGFsVrhfhuBFk8jxHYnVBI+M8IVxomIRsx9lj0EgjwLnuNqvw1TL6q1n5oo051bLgiCIJwgSE4rEYlobTqGWSKNdMXbREQUcLDHKVbiYM7hxMs1fS56EDA0dX7kCmU7j8nekjeLv6ttp6cZzPusx0M93dj7tPqIRXiGOPxylCYuWv2OznH/ni8llddemHhjXuB0VA8ehQJaKeeA8p4U0WmcTJmjLnr1pZa92Mu9jHfaIhYKxWHLdru4wrjLybn3UyVaMVQYF6mIiMoG5+RjegCK2aRLTRuwe04nSi1CNWArfIZh+3iPSci7IAiCIEwOIlqbTKE4QEQajcDki4io6ONV93KFfCZ7exD0vFaq/hnN7VXHeNjLlSu0ToXdakxVTtlkcTD5nPLa6+J85nRuX0OfXTDhutHYg+pzqTnTtS5+TAUOCDM1avT6YuumRkXIiQ72690Y/wfL7gqugq0qt4RCAYv2VGHAc83+JCyXx8/3t32C8moqrh172gKKfRGqgiAIwqRimo11G2mwU0mrIKK1yTgdEdI0/ZiWLCPJ4xcFsYcHI5Wq+pZt4ng4zVVli5AH28qgUEUvYStPBnE/Z0E4MBFRBvL0Kv0G7E+ZtRWcwvMbTbPXMueJ8XfkVQ9mK4HXZLFYW3EfEaq1M5LhvM/5YS4CdijOkRWtvPiD4eNGHd7d6RDa9u+cjn0QBEEQTlIkp5WIRLQ2HU3TSdP0unpy2rF7Xo9SLrOocTrUYh9z/Cstu8PkQkwjGvd2xEqcWLmX6Nj8zFpotCqmWrCERZ5ptm6FTRSj9eRmeqDnaqkcVt7DCbHPw5WIA65uy05mdk/4O6cKEaCTC14fR5KbLLuVhWozsfdsrqVKcK2tvHAxCr3V050nLgiCIJzEiGglIhGtTeeomKkW6lsrtYxJZVXxkoR8wlqyB+0iFfPdavUmNNq+AatqhtpOs+wk5IrZjwUWbwpDUaJYZg+MmZ78WJ+H+6m2eTh0ERcI3BoL9VSur+JnJdPsVUtQ61aAFqYOXCQy61hkavMtYtvNCyHxLFenbmZBomZjz4MtlWOWXSmyoVbRqY5v3UgPQRAEQTjZENHaZErlKBEUTZpsmh1CW2sOYjNBr3Qsvb3KlgwK0tHUVv6sKdr/Sh4ZIvUYenUW12VigdGlLbbsQ6VnKn5Pox57bPuRzqkVrU8Wz9yJhtvJ7WxwUaTWvOZ0dt+49kxBinkJgiAIJxVmg9WDWzjdbiKIaG0ybd5FpGkOKpYzyt/Rc4HtG/JQ4KMZk7Fg23LLDrs5b3IgzZVrcV/QY0k0/W0vMFQYPUr2/cK2Fz0Ge4ve0Pl32nvYNhMNvKbnBT+qvPdamnuRvqvtEsue18aLGYOgF9/MqZVJ8Tqop0gV5suGPWwXbd7qXF5E60xksZ+vKQ/x9TGq8bVfLYKiBP2g60kHmA4igTMsO1dU+1njIpHTwUXAZqIgFwRBEIRjkPBgIhLR2nRKRp40TSddUw8tColk7oh9WN14Pb3K67nucyw7RVyICSdzneFLeb909toQEY0Udll2HEJTcXKL4YVERFkoCtSo925eiCfkbs1v2dHifmW7Zdp8y8ZDnZqisEaPi3NN47oaRn1N6OOWnSvzg+LhYRYVHQa3qJnlZW8okSpal4feY9lhg4XHbnpJGZMu8Dno9p5p2fviLNwbDeOuld4ar68o9NQUaidJXNwqS5BPDvfouZGPKWP8BqcrjOqcczxc5mstled7p54+07VSrS8qitNE9uC4tmGoC4IYXeGDomizgudZditV1xYEQRAEYeKIaG0y+UIfEWlKL0IiNYy3Uq6lplU+HWoeWwls1eX/RuJ/4PPYG4h5YL3E3tgRkws0EdUmJJrtwZgT5v6Sb/estuygmz2TZfNsZczWBHtbXio8ZtnZwtRU9czBZPuI/ory3iw3F8AaMvj4HkxttOy+Gj1CKCryDp6sD8dfU7bDvOD9BS5MM1VCFTkS+61lo3AgIvLYPPtHmSlVo1uBg9EnLXtRZJ1lnxO5nrcpv6qMWaRzO5w3k09Y9vz2iyw7Wt5FU0G1fNlGFzJqTS8QBEEQhBmDQQ16Wpu2J9OKiNYm43J2kqbpVYsYrYj8sWW3mSHLPkzblO36Yr+3bKwYjNgngBrk0/p9C/k7Pe+w7KTO7Xj2x3gCTEQU8HGoar4Y4+8HD2qbdx4OUYo/1UM0y71my57LLNup8W/JlNSbNaEnLXs6ctxw4aDDu1R5L0W8b/sTz1o2VjmtVUr6HOypzJm82GH3aC+OXG3ZWYPPbz2VjZuJ3cNlr1Z9FE3DRRkJW65GR/tZlu0jfn4cKbPgG0mqixrD5viexv4MbzcdOc5q5XAiB7wuweKeVO8VBEEQTlokPJiIRLQ2nYh/KemakwKOi5W/d5c5nHWBk71NoMtotKiGUrpdXGSl1jYiWLiny8seVY/BoiAJ27uc6nfqOouKssE5kB0Qtmf3hDXc8gY8zL8vsIcol+dJa8nW/iY2zS1fsEJwB6ki/lCJf4PTwSHOtbTmsOMgPh8RjUPBR9xvKNuNFPh4uGxCYKrBEM8FrvOV93QoWrW78JxlJ9JSGblWRpMcZr4wwsd3noPF7DBtVsbgYlS7hyMBwtpcyx4osZcSv2MycTralddeNz+PdOJc9Vo9qLhoh5XIs0VeyCkU1B7HHjgeuXxtqRu4+DJT8oIFQRAEYSYjorXJDCY2kUYa5QOnq2+42UyUWLSmiSdTXgooQy7ws0d2j8YhqOiBtYOhtnMM9gDmNPai7E782rLtBY4qhe7VmhOGhZ1qbTmD+XMRL3uEF+icmxkvq6L1t+b0ihzc50NuNRTzHP1yy477+Bi8lP/HCX8PVhwOG+xVW9p2mbIditshY2rCPCuBIZ6ekBoO7Nb5Gk9lpt5DXo2ZIkTwHke2Z35l2fPCb1PeG0jBNQoiDZ8/sdSOJu1hdfA42xfjFrbzbwsa3I/1cChs2dWiB5ywCJeDglP4XMNFNqLahSrSyteHIAiCcGJhGiaZDXhLGxnbSohobTpjvk57blaU+DXmu6JoVNuoEIX87Cl12CZalSiBp3N7+WnLrifXC70WtbZeqac3KnpuX4n/k2W/1OSJIf4eHTw89ewzhjUudaxW3otqMct+JfqDCX82EiH2rjrIYdmjhlqYCify9kn5dOLU1H1BT2urhXzOFCHi01iYhWAh42wfF+3aU96kjMF0hYEER1AoURJT9Pvxe7DaORHRoTTv92rvB9h2cHGvvrCa3/5K6j8sG6MZihUur3qiQTRbGzNN51XI6cgbFwRBEE4iTHPs/0bGnwCIaG0yPaGLSdecZFJZ/bt2qmXPMtmDcEjjqpi7U88oYxJQoCfg4+rD1dqgnKpdaNndXvZqHXGx52Vj7O8tGydfRGpV3HyRqw+bU5TvFg5wSF8qx2F8tYZHVwOFdz1CVf0wnhEPwTkkIsqZcfvWdRM02FPZ4+Hzns2fq2zXTyxavW4Oq8TFjkZzj2sFhUibPkt5z2tyFVs8H9iSxd4reLrbMLUaLo2LeO3SNlt2AXKBqxWzCredYtkhJ6ctDOf5+piqa8UeFo5hzHt0XuiLmLx444driIhoUZCfbQfTXOysx8/h0jmD7/eB+PPK+FoW5OzbaHB8sYBeqy3ECIIgCMKJgojWJpMtDpOmOeg0lxqeN0cLW3Y/TKAO5l+07DZPFw6hiOstlp0ocwgbClV7n9U4FFnC4k0vJB4ed3/tXoJcgb9nqqq4ogjXwJtYhoq4rQZ6i/bHn1be0yoUG6oH9K7q6CkmfbzNiYgoC+GODkeg4naTBfYHDhmdynujOodpYmRBtcJlggoK/2Uai7wRM2XZW8uVexSn89wyJ1/iDPdaozkmE5+LF/T6IaS5z+QWT+2+ucqY0Tjn36LneF+Uw6WxNZims+gnqm9BbqZ45QVBEIQTACnEREQiWptOPLOTiDTaqKkehHoEYNYDxUPA64ksDl2uvDZM9vA+H3towt+J++lwgFfMKMB3NHfChiJ8JLm5qZ89FThshY/qKbhUiTc0ziVOFrif66C+r+IY9PZMh5cS++u6DFXAZ6CycaV7wl5hWASCShFqT/eZ/FzYmuV2V6VyUhmD4a2Y3zndga328ODhBIvTjnbuOY3PhdFk5fsLF+HwN1fLW62UriEIgiAILYGIViIS0dp0IoGzSdccVSfaIRdXm0VvgB2caFVqFeIyVe/IXJO9EF2hT1r2KyX+nlortZbL6eNv1AQwNNQNlZWno5VNPXTaJt4Fgz1ejVZhHc1yUSV/G+cy5sspZbtWClHcNfpTy86EL1Xes1eBHg8RqdVJEQvVQ0Uu0PZW34d5Gy2jjNmc/Zll11N4qJmgSEzn+pT3dKi2nQMB6XH3WHa1Pq94H/jAu4rRB/b7A4UqPmeVftj28OA68v0FQRAEoS5EtBKRiNamkytGSdN06vAuUf6+0ORKuBliMbi/xskPTuRxYvVG4n+U7baD0MTenbPc7KVD0Wrvk4g9WFPQPxVDXpvdzxFzGLHlzkzBsHVtnqyw6jJcA8ncYdt3Tq9QDbetsOwznFdYtmE7Fgc17kWM+YuaxmHQU5VPOVM5EOXQXxSAv05/cxr2pjbafIssuwxRGw5bTj22a0rnOad9fvtFlp3yDSljBuOcx4r3QSZ3YNx9QWFLRBTwLbbsPLbGqRKyLkJVEARBEKYWEa1NJlcYJE3TaKCkesKGHdxXswATo3omPyhgzw3+qfLefOLerkMGhwhuiP/d+J9lE6AVBYNZHv/vTQA9HYkZGJ6Hk2YiVUg0CnrFhiAXL1fF2zQdZAosJLYQiyq7gG8Dr/pM8aS3Gksi77ZsbJO1M/ELy2640FiTSUNROcR+r+RMvo4w0mNP9DHLtotOFMRe+LwYPMvws+wLPLJIIgiCILQ04mklIhGtTcc082SaGjmhpQqRmpPazBYJcVK9DnOJizn5iEOHMT+11rBfl5OLopRwEjyJXj2cxJahz2KreTYwpHlh+1uV94omh2YeiD9j2VjVF4sQVZrQj23Ht2ihxOfAPvHG4+ZxsV3ts5tJERYbvG4uvmQXBGn9EAmNMVrYbdlYSKnVhGol8JrGa5WIqFDk31Cm8Z9T7f6lyutSmRfesNWYA9taVfgsQRAEQWh1TLPBPq3S8kYYj+7QhaRrTvJqIeXvA9mtlo3ioytwhmVjr00i1UuFIgmLrMRLqgh4jrh/J+ZTYkgxVhxu96qVOJECiNtmFheqhq5B/0MlT7O18hx1CGvMQnEhIqJDsWcs++LQrZbthIq/CZ3P4YhXPYcY/hmGfNkiTM7toYvora6nmIwiJNzsra8n/zGbH6r4XrNDy09GTnFdYtnzPbBA4OWw25cNtXpwpdxq9FJqcH1OphccQ8ExVJiotudMtZx8fE4GoU1YIguLP01onyUIgiAIwtQiorXJJPN9pGk6xYz9yt8xnBO9ZFHIG7WHUtbSEuQ0/RLldRB6OG6NsPg4GH2SNyqzAIylK3tnsNjIVOFyciEW/P0dNu9KHrxKbp1DJDG/1B6220w6fNzrcrF5lvLewhDnL+c0FmmrA1wYJllkL9C/j6p5yQgKVfsEH0GvuMvJx6NSXp8dvCbrEao4HsVCtqi23Kl1f4TK7C49Z9k510rLjkM7oURa7R2M9ITWWLZT42gMXGyZTDDSxH6t4T1fX244jx9OvDz+FrbWPo1GvmBdAIywKZXVfs3NjLARBEEQTiIkPJiIRLQ2nVwhSpqmkcPeC7BCSG01gVDLpG1T5kfK61MCb7fscoPeyakKyZ0Tvtiye7RTLTujsTdyibFIGXPIyUVaekwW589m/3US9vBYjsR+yzb9Vnnvhp4vWPaidhaTo3k+nvECXw/VPD9YpCrgwQqqA8p2ZfBgFnPje6swRJxo8qpDY3sSex9hoXHmglCNGHx9FR0siua0r1LG4LMAr130TE5V65dqlYAbLWJWixe12eIRowcKEkkgCIIgNJsWFa379u2jv/7rv6annnqK+vv7qbe3l/70T/+U7rrrLnK7OSLxtddeo1tuuYU2bdpEXV1ddNttt9Htt98+4e8T0dpk/J4u0jRHXcU9sJoqEVHJyFm2AV429LqGwKtFROQzWZgkwOswHaBHQ9NU7wbm37mgr+dinfM+s2UOfYyZaguP1f6F/F6ei0S1NRjaWisoAC8K3Ki81+ZiD/XhNE/Co7CfRShstSiyThl/MPE7yz7X817L9sMxfCmgTrz9Dj5WRxIcZr4o9A7LLphqcbBmetZQ8CwOcu9ge+h0qshiO5be3rTvbwZKuxNYsJnuysx2MIx3Y4YXaT4Qudmy213qvZ8s8nX4SoRFI37WkcKrlh1rsmjF8PMu/2mW7Wo7T9nucOoFy64UXYLe2LHXLrD5HsF82VKZn6W1hgf7vfxsdTrUKuupDIdPS4smQRAE4WRkx44dZBgG/f3f/z2dcsoptHXrVrrpppsonU7TN77xDSIiSiQSdOWVV9LatWvpoYceoi1bttCNN95I4XCYbr755uN8g4qI1iYTdPeSrjlplmeZ8vdDyectu1Lelj2PbF74snG3Q7Hh0dXwSwecUp/OfT17oV9mf2KTZdeTY2iv3llpUq96NFSRZf+Mo5zdwSszywI8OS2ZamuM1+MsDF/KsrcGvXz279B1FseNFq1BL2VeU8N243kWCEMF/t1biCfkUTjX2Xzl4kQJnUMMIzTHsjtdpyjb5Uz+PbPbWQhg1dXJBAVCyGDvnV9TPa1tHn4P2/YY0NvW6QjjkCnLp65FfKBn0h6uPR2FkLBH8ME8Ryb4C+oiUQb648Y0Pu69xAISeyQ3Gyd43IcyOyy7Ws/VSoT8al9kFJSZAgvdPBS/q7bwgKH1eK1hKLu9T3bQz/cfFsOqdi8LgiAIQl20qKf1qquuoquuusp6vWTJEtq5cyc9+OCDlmh95JFHqFAo0Pe//31yu910xhln0ObNm+mb3/ymiNbp5kh8A2maphQbIaovJK0WT9jhuBqa2u/YbNkhKLKSLfJkrFahWqnicDM8T/gZySJ7RDcOsUf1kRGuktpT5v6xRESvG89YdqUiM/b9NKCAlaYUeZr472n386JEmdTx/zb6/yy7t/0Cyz4SVc9VLZiQo7uf+iy7P7dV2W6623ZgleLdDs65tHvFKp0rZKpEaj1U6905VWQ1Fse9JovO51Lft2x76Deeh4CP88Nfyvx+MnbxGCqdU6+nV3l9hu+dlu03eZHp98nv8hhbm5wRKMyEiyedAc4tx/x2uwCt5XqzL2i0WpSAIAiCcAJjmmP/NzJ+iojH49TRwYvBGzZsoEsvvVQJF163bh3dd999FI1GKRKJjPcx4yKitcm4nBHSNF0pKEQ0ea1HIlB9mEidkGEhEns+41EWR65WXmO44HCBhVC1ip2NEnEttuy8wWGzc8scAjygq6G+o/Hjix87LheH0KJXqZ5KqRkIPS55VNF6TegTlj1UYvFwgNSKrrWA56PT4P2PutWqz0UQKU7Ip56OXqiz3Sss256LHIX85RcSD8M7LM6lYE113CZ7Fufp7Pntbv8Ly95MahEyzGMNQAj9Es9Fln24zPdUpSJGzQALF83ynaq8d4TYC9ursSD/YOdnK37eDp0/Y2eG77EhiCjBKsl2D/lkphEIgiAIQquQSKgRYR6PhzweT4WtJ86uXbvoO9/5juVlJSLq7++nxYsXK9t1d3db74lonUbKRp40TaNCVs2bcrt4oog5VdWKkmBOaKWJfBFytYiI3A728GIRHMNgD+ZZkT+zbPTkERFtjT4y7vcoFTdtxVIazek6kuEJ8jIfT1SXBnhyG0yrF3w9fg70khXragsD1YzbWJjNp25lu4CLz8FQBScuenox5JSIqABFluaZ/NlhWKUaLPUoY4bpDfhs1cs/1ewc/U/LDoX/XHmvRwtb9vLQeyx7oMRntBZv7MnMbIPPfdDL19HBHC9c6FrlfPa+GHtXox6uXu6qsLDVbDDSwx5NgvdF2s/364i2yLLnGGolcUPn51ElAYqLhvb7TRAEQRBaGdM4Zuo94fFERPPnz1f+fs8999CXvvSlY7a/88476b777qv6mdu3b6fTTuM5++HDh+mqq66iD37wg3TTTTfVv7NVENHaZAwjQUTaMWFvPhevJKBoxWqZ9kJMWaVC7PiitVpYaBDy3bo9p1v2fJj0FqAgEBHRCHjC+pWWMTwJNsxmV99kZTdCnMPZBXl5edt+Nko9IcF4rkow8XY41dZAWBk4pqttL8b7/mp5fUNwPMLUZdmdRpeyXdTHoh5FyXSAudh7jE3Ke5sSr1i238ee9MmKRDgRwJxLIqIgLCDly3xNvqFN3DuKIi9XZbvJwt5WC+8LjO4ow6Jdv6EuakzUU9oKId6CIAiCUDNNymk9ePAgBYPs0KrkZf3sZz9LN9xwQ9WPXLKENcuRI0fo8ssvp4suuoi++93vKtv19PTQwIDa8eLo654e1QFzPES0ThL5guppjYCo6Aqeb9lDiRctu1pfP5y4liE30y6+ZgW51UWXg4uFLDQ4J7RP40nb9uyvlPFz/CstuwNywrDA0WSys/CMZR8y2SNSbLFWEtkiV8Xd7VKLr2BI777889QIPpNDfcuQk5DQ1RCPvuj0ClUMS8cKwX6XKq6XdnA15JHCLsuenOY7Jwb2nMsEPBcc0Jd5ocn36156hVoVXJzr8p6mvJcz+RmYBnEZcHHEAYY6C4IgCMIJT5NEazAYVERrJbq6uqirq+u42xGNeVgvv/xyWrVqFf3gBz8gXVcjvdasWUN33XUXFYtFcrnG5orr16+n5cuXTyg0mEhEa9MJ+ZeTpjlI19VDqxGHbJbBU7kmxHlo9onmYJI9J1hgxHTxBdfhVUPlAsR5j/tzLJgGoHjJPOc5lt1u8wjvjf6CxgNDY6v1UkTxUmvYMHqe/W7e/xyE8LZa4ZMCiNY4qZ7SdIl/T6MFkmZByGaXj6+pYnqOst0WyBOspyJ0o+C57nXz9TXXVHNvtxp8TZZsuYVCbaQ0lvjznHx9RAy2N8Q2KGMwJBbvX6eDc+9zhSPjbtNsfK6Oiu+VYRFunvtc3h9IYxiwhTG3Q2uaeHoHjGle4QklPYIk71oQBEEQDh8+TJdddhktXLiQvvGNb9DQ0JD13lEv6oc//GG699576eMf/zjdcccdtHXrVrr//vvpW9/61oS/r6VFa7lcpi996Uv0L//yL1bT2htuuIG+8IUvkKaNhZWZpkn33HMPfe9736NYLEYXX3wxPfjgg7RsGVd3HR0dpdtuu41+/vOfk67rdO2119L9999PgQC3i2lW49tUvp80TSevbWK22sG9OGe38QQoWeSw10L5dGVMe5jd5n1Z7qGIoZSdXrW1ThjajYTdXGTp9dKTlv1ajPNWaw2TrXUSW09+K+betrtZRMfyB8bbvCVAYegitYdj0Mm/YZQay88cLHMrGF+ej1O/rb1Km5c96dNdSTiCLW8c6iOm12DP2lRVrj3RiOvsgdwBut9j8nPl/LCaT/JGkb2TTp1zo5X+vkqLmMlb+MBFu+G8eq3itTtoKyZViXiGw4gx5DxXYA91o+2IRKQKgiAI00Wzclqbzfr162nXrl20a9cumjdP7fJh/iE6MBQK0RNPPEG33HILrVq1imbNmkV33333hNvdELW4aL3vvvvowQcfpIcffpjOOOMMevHFF+ljH/sYhUIh+uQnP0lERF//+tfpgQceoIcffpgWL15MX/ziF2ndunW0bds28nrHQuc+8pGPUF9fH61fv56KxSJ97GMfo5tvvpkeffRRImpy41uHnzRNp9M8Vyh/b3eyBzIGOY+vQ7XMkqZmlUVMFj9Offy48wNRtSLtYWg3Eoa2LGE3eyNyBZ6ctkJ+F04ocxAibW+X0qoky6qnFQshKb1iIS+3Vi/QqM5eW1eeP2u/1lotb7DQ2F7tNcv+/aiEcjabw5mXLPsI3CP15AVPR3OhZhfawgU1yY0WBEEQTjjMBsODJ6nlzQ033HDc3FciorPPPpueffbZhr+vpUXrc889R+973/voXe96FxERLVq0iP71X/+VXnjhBSIaU/Hf/va36Qtf+AK9733vIyKif/qnf6Lu7m76yU9+Qtdddx1t376dHn/8cdq0aROdf/5YLul3vvMduvrqq+kb3/gG9fb2NrXxbaEwTJqm0WHfNuXv+wu8Uo/tSVCYRVOvK2P2gR2GarWY39rTfi4hZfB0ZorspncQi2ac5NmLvLT7OJwznuF2Kfa+jxOlWnidIuwA9Ai1Gti2ow28VUREAWJP47Ig92n1Ef+e3TovVuyLPaGMV4o0UYbGo12fPe7fpwts8VRt33pCayy7P76h4nYCgwsCRETLfJdbdsBot+w9Hk4vmO5iXNXAZ4Gmqc8FEyIY/F6ucmjAPZHJVY7A8EOocIeXc2fLxM/FaHavMgYLOXW0n2XZiexByy7VWG0cq8EHveqqM3qYpUK2IAiCIEyMlhatR6tQvfHGG3TqqafSq6++Sr/73e/om9/8JhER7d27l/r7+2nt2rXWmFAoRKtXr6YNGzbQddddRxs2bKBwOGwJViKitWvXkq7rtHHjRnr/+9/f1Ma34cCppGkOJTeLiMjrCPHvcrIXtgB9SXdEFipjML8UC9rkS1yIKURq5a1OkwXUTidXbjWJvweFst3TOpqcHN9LtfA6FGm9Du476zL5fES1121jJi/nrhYwPBjzle306fssexbkdy6FMNlyWA2pRu/5odQLlh33csGnkfjmCe3vZIO5zO0G3y/vCKv9NaPEXvUB4vxW9DzbRRrmPJ+MlA1bBAYcX8z1HJnEXsrNxA39ku2Vf8+JXG/ZYYOfmUccLCDftIlW7EGdg4rrg2Ve8CmVOIKjWgoDikmsAF8uqUXyKkVKYCXwoSpVwZFaWpsRHVtp+Xj7IgiCIJwgGETUyLR3eqfMTaOlReudd95JiUSCTjvtNHI4HFQul+mrX/0qfeQjHyGisaa0RNyk9ijd3d3We/39/TR7tjoJdjqd1NHRoWwz0ca3+Xye8nmeYBxt2FsyCqRpDlrseIuyvcvkSf3vyyxKRlNcYCjcdooyZn6ExS2Gzebyhy17a17tq4qFnc7SLrLs100WsChU0TNARORx8UQxMUWTYPRuoFAd1fp4o0kKbagXFP4DWTVUd5aPWw35ND6eh0w+10WTJ9Quk72UdlCwjbSweMPw5B0QBp3K7hlv82PACfnJLlKPBxZiQtFqrzLcqlRrUfNq9OFx/47CDr31djDSxKWPf18NpdT7tdJxczvZi93lX6G8N5Ll6z0PucD1RKTUmi8r4lQQBOHkxDRMMhsID25kbCvR0qL1Rz/6ET3yyCP06KOPWiG7n/rUp6i3t5euv/7643/AJPK1r32N7r333mP+PjZ512ibR528+N0cMlqpfYw9PDjlZK9B0MehZjpU/JzTfoEyJgMT2t0G576VK0yM7D1CS9BOZ6pwQIhgUueqvKP53ZYdalNbY7jAuxLPsudlqgQPhmsvcV6ovJchPoazy7woMGSMvwgwFHtx3L9Xw57vO92eZ6RWodrmW2TZ7W6uhjxkuw8aLaIz07H//gMm5wwv0M627JCfF0tardo2hu1i9eBaW2mhsLO3v0LPaTz9hmVrkF4QgZ7VtebK46JdJj9QcbtGUycEQRAEQTg+LS1a/+qv/oruvPNOuu6664iI6KyzzqL9+/fT1772Nbr++uutcsoDAwM0Zw5PegcGBmjlypVENFZyeXBQFTKlUolGR0et8fU0vv3c5z5Hn/nMZ6zXiUSC5s+fTz2hi0nXnNQXUxOOT/Wz17Sjg726b47+2LLtwqMIOan+ALcR0aF/aqemhhQb4HlZTuzt3aHVlj84HROwkRSH5K0Mvs2yF7j4t202fqOMwTDis/xvtew+nb3QO+M/V8Y0sxUMLjCEQlcq72Gf1sU+rvj7R53XWHYBTvWv+7iyNBHRE/FvW7YXPOHZPIcHLwy/QxnjI/boDpdZNGIf4MkE85K7IY83AVEBRGo+IhbNqbWADoYh67BwUWvO4YkACtUI8fXlhbZW1cDoitltfB/1JXmRq9nHM1fgZ1kIclVnBc9Ttkvm2AtrX1CrBLZOUkJ/y2wPJ16mRjiZri9BEAShxZDwYCJqcdGayWSOaVLrcDjIMMaO/uLFi6mnp4eefPJJS6QmEgnauHEjfeITnyCisaa2sViMXnrpJVq1ahURET311FNkGAatXr3a2maijW89Hg95PMdW9B1KbSVN0+nS0G3K38MaF+7ZXWubGQgHG8lxOFqxxKGloXa1z+pykysGOxwccjnL5KIkQzQ1QqZWeoKrLbsMwr3D6bXsXu0MZcxSnRcp/C7OKc0U2IszVf1Kf5P6rvL6L3p5MaMbuuFsi/H5zJTYPqCpOXqY4+sAb9GSyLst216xeH+SQ85x8QPzQyfTC62BmExD+DmGTjYDFCXGSSokXs/+0rK7/XxftOssRn2Rq5UxPcYiyx7Q+XrD8GLs2dpskeZ1c06+F0Lmc4b6PQEP/wa8D/CajrjUhbq8k9tCpXO8sDMd/YoFQRAEoemYf/i/kfEnAC0tWt/znvfQV7/6VVqwYAGdccYZ9Morr9A3v/lNuvHGG4mISNM0+tSnPkVf+cpXaNmyZVbLm97eXrrmmmuIiGjFihV01VVX0U033UQPPfQQFYtFuvXWW+m6666j3t4xwdfUxrd/aHnzYuFnyt+b2YpBzXPcpbzX7+Aw5DRxHqzd6zhRai0WUg9ejb1Fl8ziPLION99lFxgLlDH7eZ5KPxzmPLjpCJO9PPDnyutEkfdhIMv2qwYvPOwc/c+aPnuRl/P3Zhk88d+hqWJQqWYMVUvzRbWAzGTh9/AiQqeHF0hmedQ+wnmTT9xwmisolw328Ld71XPdaqGu043PzQtpZWJht6S8yLKLpC6MLfTwPRYo8LXSr/GzJOxlMdhfJe+0HtDDvhfs5R0fULY7R+frxd/Gi1GDOX7m7DMPKmN2RX/atP2sFewtjRWP6+lTLQiCIAjC8Wlp0fqd73yHvvjFL9Jf/MVf0ODgIPX29tKf//mf0913321tc/vtt1M6naabb76ZYrEYXXLJJfT4449bPVqJiB555BG69dZb6YorriBd1+naa6+lBx54wHq/mY1vNdJJI52CnrnK3x0g+uopcIR5YGjPdZylbBeGFhjD4MFr1OtQTahibiL+7mSeCykVSmpeHhaDKoCQwVxxDYplpktq5cxoHtrC1FgIBcMischKPT1OsVVQu0NtzeOAHX++zF7tVdoqy14U/kvLfir1fWU8FobpNLjSqgdCcN1aQBmzPPgeyw6aYcvWnFAp2q+ew1dT/2XZjXrWdJ09rVhNeZ6xVNmuy8khvS8HWDyly5U9spVaIpk1RiycaJync2j4mUE+nuki3zw70upixaE83xevm7+z7ICDPfFO7djIkWaBFX4dsMBSNNXKyH1FfhZ4inBNwT11VVBdCDnL+XnLfiz1qGVPZs9WzDNGAYshyYIgCILQDKQQ0xiaabZYWdYZSiKRoFAoREQe0jRNyUUkIvKASKrHc4TFQ9CbeGbkI8p2sw2ehL6hcd/GQ7FnJvydKEYxT7NYHr93KJGah+Z2sdfXsAkMFElYJbmd2JsYMDmMcC8UlSIiGkm+Cp899RNFDLu9ou2jyntR4om3wxxfcGErnD3Rxyp+D7YAmWvyd46SWjDrtRy3R1ro48JQC0z2WqZsAuGl3H9bdrWKrhMFz+dSQ11UiUKhrQPF8cPUHbaevlisp5UKTrUCfzr7LsvGRZ5/Hviqst3sEIfgd+rsUS1qvJCxa3TyPJa4YOR380KMEwTs2Gs+93iuvToLw2XmmcqYIlSrPuTgHqx9WX5GoIDFVjZEREVoZ1Np0cvehskwOY9W8l0FQRBaGZOIyhSPxykYDB5361biqLYYvO2PKehxH39Apc/JF2j2d340I48B0tKe1plJiUxTozIUByFSe6vWQ6XJ+t7c75XXRR/3o82XUvbNJwRO9AI+DvlELyURUSrLE0UMI7b3gK1ELM8e4TPd5467zbai2paiHqGKHrtGvXQYop0x1XN9mo/Fel+OheJvsuwFCkIxGlwcIFKPOxbWGiA+BvvKqoj3QqsiB0F7pTwLU3tV30p9H+sBw5MDxKJkRFc9qIdLmy3bXi1bqA1saxUr8n3wfPnXlo3VrYmIBuMb2Sa2g1BVF4VlrUWQasWwPQ+PkrE9IzLZ/ZZdqcXLIedG5fVERWM9CzTShkkQBEGYLkxj7P9Gxp8IiGhtMi5nJ2maXvMkB8VgwSYya/mM0zxXKK87jLBl5x0slIeoNlDYOSHsDQUP7jMREYGnw+5RHe9ziVRxi+1O8L7KgRjMF2NV97sWUKiiYKun/2G7n0MUO51qP8jDOQ7F3qtzznEJPNQj0J/X4wpX/J4VDs5P7fBChd5Uh7JdEryousG/7QCE7dppZt9HDD+PGpxzeL7+VmW7hU4+10+4IHy8xgUOgSio8fWGoeg9Dhaqg5qa6+6EysIo8twQttvp5lDuI6RW221UxGLIu66x93+293RlO9PLIrrH5CrrUZ2vj92JX9NkgQtIWI151NbbtdKiFy7euF1qEb9mRjMIgiAIwsmGiNYm09G2jHTNSSWo1kmkth7B/K6IlydmJXt+V+z4orWP1HxMF/EksGBOPI8VJ2OlCv0x7R47bENiVvCA2id55TK/zpbYG/eqgz3H2I8RJ731ouvj5+yZdRSW8jrZs9lny9fdp3FY4kIIj90FYsHnYTFaKqvnHSlCHoIbCmn7Heqtu9XgokZB4lDGevKnG2Wuxtdgm1Pdz/3gMV/QfrFlD+S2WbY9F7GSVx2FGIavEzXnemlVsML2IYPDrf3Eec4Rx3xlTNrFLb1QtGLodRYKYDXb04oEnRye22mquf9YGTnl4aW2OVA9fFm72mIKWzy5dBb0qSL/5lrvgyzk4eN1aA8PxgVFFKq4eJPLq89fTJeQRRpBEAShZqTlDRGJaG06A/HniUhTJih2MG/qYPRJy7aH9KFH0y4Uj5Ipqj7UfU4WTEOp12raZwQFKNUYTmtSueJ7tZDMcS9Pp58ngNliY8ID84CJVEHdaG5kEc5hyq2Gfgc19ia+WXx+3PHYc7UayTJ7m+MFLnCUM9Rjvtjga+eIQ62uOhXgdeMiXMRQvbkREFb7DWyNw3mF1UK//SCs0Kt/InuxdFvep1fn+/I8H19r0TxfEy8Z6jVQqSgR3geTWbgIIxOw4NNhc5uyHd4XbR4Wih6TC+vldDUiJZ7l9AKng7fr8PLzs+RlAYmVjInUxSyPi3PqcV+qLYKgUMXPcuhtynYe8LyKaBUEQRBqRcKDxxDR2mR6Q28lXXMe4+UcjE98koIVdyut5lcr6rQoss6y/cQTpsHyG5btc6ghbNkye26iFbwTdkHe6ATMofNEU9NYmNkrDk+UySzaE4eKw/Pc5ynvYUVU9GQhmD+IE20ioiyI+A4XT4IDLhbhb2TVibsTKvaWzOa2JKoFFJpxjSf4mbKa8O+AhQQvsbe6VK6tNY9dcEwFKLhwsWKqhLK98ne/yffomzm2syYfQ8xrJqr8/Jgq8Li9OfrjmsYMJzhEedgWrozgb/NCOyAsPofpCVj5m4ioO3C2ZfenNo/7HdUW7WYF+f5P59kDa1+YqiR8cX/aPN3KexiijAwkOK9XipMJgiAIJwMiWptMPH+QNM1B2cLA8Te2Ya+aurj9MstOGBy21hfjENre8KXKmG6N89L6TRanfo0ncxc5uGXGdo23ISKKlVgUoEcYw+OaXZSk03+qZS82eQJ5sJ0Fz4Ho+qZ+Z6PoEIaYIPV46LZQ1fFY2naZZXtI9aS9kv3BuGNAs9IcpyoG/3vk/7Nsu4d5KogEOHxzpfMUy+7wOpTtDqWhIA84YTsDHEYdt3n8cFEEw6pr9VYjGJpvp1Ll2HpaIk0mbSZfL3MJWi+5+HE+UlAXLg5ov4NXUy9aEbxW7IKrnsrqKMKTmd2W3RPiHscRncOlDxc4GoWotsrquABIpObb5qEC8w6a+HPKhLgtwxbDNQrXnnhnBUEQTlJMaizE9wTpEyOitcl4XRHSNSfN8qq9BPvSPFGqlC+Wyqt/x8l7pQqZOfCMEhGNOHkiXwbvQKfJYW95jcMIo2Wu1klUeYI+mdUzMfds0MNexlyFnNpWI2eo+5mCvDgEhb8OntGUFqv42a9Armo0zuGO+/Txw8WJpsfzUgDBt6XE11QxrYqnpMHX0ZHYbyf8PfUIVaRaH99Wxd6iJaazR9VtsEd1R4kF28HcC8qYcoV7CQsPYf9n9HI2m4iLBR/2aCYiitHERWslfHpk3L+XyhMX7fj8JiI6UHrGsqv1sK4FA65J+/NXvKiCIAiCaY7938j4EwERrU0mX0qQpjkoX1bzHOcHuE9iweQqsuhBrLX4CXrSlBxUUgXUbJ09XiXIgXzZeMay45l9NX3nZIJFUnCSNh39V2vFDZ5Oe+5tJWGFwr+/zJNz7EFJROSAqs0R6LuL1ZT3JX4zwT2eXDAfclueFyGcDrU9kstWaVk4PvYWUxGDxViGoM9qnIsY1SrO8bxlKyy2NAMMpd4DdqXiaPWCYbx7o9y7uKOdPfmVKpxXYzILU7Xyc04QBEEQWgURrU0mld1NRBqdG/mY8vdlOucwDhc55/Gw4znL1mwCFL0jWIAGq80u0y5UxpwdYG9JrsxLK9kSi8Fhg0Plhkpc1dhOpTYZzQZz0ro83PIiZ/Lvr7VIDOaHlcox5b1mei1yBZ54Lw5frby3yMPnpMvg/N/5PhZseG42lDYp43FRIqvxAsccPWzZqwJ/rIx5PvZQrbs+KcwO8aLM2cRVgbOk9ufckPzHccfjteZzdynv5YscTTBVIZKYA4n35XTkg9or3x7u4OrM6LFv1IvcqMewlb9zNLllSr5HEARBEJqNFGIaQ0Rrk/G455Cm6bQ1+VPl77F2EDIai8YPdX7KsodseWi/yT5q2Ri6p0FyY05XJ9GHMywSDhJ7vLqMTst+M15bIRQvfGdqEkXrvNAllj0HWgX16fsm/Fn1tDqpVDGZSBUp2Nu1zbvIsj2keg9XeRZatt/JY3YkORRyCPpOBojPDZG6QLA9+XPLNtvfZdkxOoxDqLN9pWVXKv40mQwlWHg/7+WK1iVDbeejVlrlxYoQhKlGU6+rYyp4otBL12zxgx67akV4poPhAuehz3WttOxaqo23OhhC73Zypelqvwfvy57wRTymwJENk5mXjHnSMzH8XBAEQWhxpOUNEYlobToR3xLSNSd5NTXk8wrfSsvu9PIka2+Sw3a3a2re1IVe9qYN6hyedgQKibySUIv29IfZy3WGyd6vfp0FLE7yzCrZ2Zkct83AkNVK+XH1cjjB3ua2IIc+oqfVXkDnlNA7LRur9e6JPjbh71dEUZVQPTxWOIlOehYo2z2T55zDcwvnWnavh8Vtt8kLF/869DcVvxMF7NboIxW36wqeb9noqZ2qnDj8nkKJxXm1cGAnnNMEtC2pFi5ZzZN+omLvEfoWJ1/7Xqi2nfaexnZunzLG5WSPfxHaZAX8nEKQgbDuZt/jWECrUGLPuc+tVstd7OXn147k/1g2Fpyzt/mKpznvG4vUTRXT4X0XBEEQhJMNEa1NJqh1k0Nz0SqXWogpDeG5399/v2Vjzt/ctvOVMSEHe5Jm61y8pOhhr1LEvVgZc4HjHMvu8PLpLSU55LKaUMX2Hu1u7gEZg0lwpgkTWvSSXRjgUOpunb0rsdJcy57XrvawPd/PE/kAOEqPuPj3P5b+b2VMPZVJK4FtLnppufLee7p4305rZwHmd7Ddl+Odzht3KuOxEvAcWITwQQXovbHHlTFDicph3lNNu5cLB5WreEAx1BcXJex9SVXvrJvHEC+kTGb4+nRjbweEuc1ROL5F4lDys8N/pozBSAtcwPKbfL9lPLzY8HrsX5XxjS5+5PIcGeDz8oINilQioovbFln2H3fdYtkxiDJ/JaoWb9oWClv2AHj8OwJnWjYuitQTjYHpGUREfjcvAiSynMM+mQXrBEEQhJMTCQ8eQ0RrkxksbidNc9BeQ/WOzIJJ+UWBGy17h7nBsvcn1GqqRpBFzuklbgUTIp4wzaawMmZpEMQQ5E2O6CPj7i96QIiIOj0cYjiYZZFXT39M9Oi6bR4VFCwuuAwXt/P+F6Ey6r4kixUioiC8LLCzmnYV+HfaW79gpVQPFLepJ98Nq6teEH678h52edmT5t+wLcZPjZCb9y1ZVkNosSXIXOL8xaTGHio8tkStVc0cWzfVWmQGPW4eWzsfDHd2gGhttbDdScP2r02Hg73XvW3c69ah8TPHb3uy5+AeccR5MSrs4uO5o8TXYbM99LhQViqzuD5SUu+9N5L8bDuS5n1bHmb70tlqYaru2OWW/bswH5sQcR0BRxtfk/bCaTl4ZlQStFlbT143PM89Lj4H9YhW+yINIl5cQRAEQaoHjyGitcm0ubpJ15z0SvZnyt/f4f+QZS/z8yQnkL3Msre0B3CIIhoNH08ik0WeQA24epQxw6Mc7rej+Ixl+yGsEsnZqmIO6eCdBTFVT94WTlSrVd/Mafw9C9p4QrrQz+6VQpcqQHdCceZfRdnT8UqMw6XtrUIKUNCn1sJOlfC4+bi3O9UCWnth395M8QT9d9l/t+w2DwuMau1FXtZ3WXY3hAC7XGoe7GRWN60F9NAPxbndiu5Qw4MxfxgrurrBw24P/0Rw8cTtmgW2ukh0Inm8nM6Q8noURJ83B8etzMq0ANXCiYjm+r2WPUx8H2QKfH72l9Q2OZNFEbziZUMtuvVs9mF4j58zP4/x71kaeZcyRoO+yAejT1p2DK5JvN9rXUjBUHR7xeFKURuuCs9ZosqCWISpIAiCUBVDG/u/kfEnACJam4xHayNdc9FHZ12v/N0P3rftcZ6kPF/iNhX2AjQYkoYN6EsGi7lFxunKGA+xKLjY9R7L3qq9Mu7+2r1V+WLMsnUNvVqTF1uwo8jtW54ffL9l/98Si7kzzZXKmBeMX1l2DvYZKRRU8aMpHo3GJoroXSnZlrCieZ5g7wXRid5dv4NFJ4ovItULfVXwk5bd4ebzEdPUsMphP4dsb4z/g2XPD7MXqj+l5kw3U9hhobBLwp+17NletaVJNM/X22bi84utn8Jtaih4pSrWU1VJeLqx/07s07oI0gvy8I/STm2HMub1LIcRe2CB4KVRruaMIe/NBheQcPGoy3Oash166dHDjpEFe+O/VsZgES7M7Y5lOO+8VqGKix8oMqt59XEBCxeP7O18Km0nCIIgCMLxEdHaZBLlAdI1J21PLlT+HnawYDqkcU6ZXagi6FUKeDikD3NNl3jVUMpTgux1SMA8bWds/BA0e3jwvLYLLLsME714CfK2qnhaMWwuBwLDHl6MItgFY44UOF/tPUGuuIxCkIhoeHB872Q1j7CD+Bg0WqzIAVWGf1NQ80vX+bgFzlo/h3X3EU/QN5Sfqel7nLCfPqhEfCSvTsI3pbjS9KLwlZbdA9WY2wIRHEJZYvGTLPE1WU/14ZEUe54G2zmXcKFT9XY7wNMaS/A1MT9yhWX3J9UFFid4a6c7dxU9afXkRtYDhrUTEa2Ee3ZeG6+GxQp8rcQSak7904nvWDYKsHnhyyzbmKLyguhZTBnqwkmlZwtGbVSL9Ag5OQ++q52jTgoaf2fOUHOEXRpfX26w+/IcupyyRWZgSC/mcPtc6j2G4PGtVbQq0QS2sHnet5lZKVoQBEGoDclpHUNEa5MZTW0nTdNob1CdYCw3WLxQHV56LGhTgoIrL+X3KdsVoiyWkyWenA7l1V6PR8kX1VzXfQn2euKkvJoYtE+qjxL08ARSt/WgxRYUoxBq19PBggs6+1ChXFtAvhd6fHqd6sQ9leeJYr7BYlIJmMS+L3yb8p7fyTv+ZGarZfeWuQBNusAisc1TOd/XqfPFkijyU2ezoXqbsNprkPgYnOLlSXTBCCtjNpe5dcq+5K+oERw6h596TZ7Q/yL9vLLdqQaHBC9286LE9hRHHBimWrzJKE19/1AUpyH/IsvGojtThT2U3RXha8Lr4PvCA/dLRlMjCRwO9q6i8E8V+Tp02Sp0N5Mc5ISi59x+HzbamiZv8qJX2uT7KJ7lSujZvHoO54a4MvHe6C8sG3v1umCfidR7NAp9dF0Qyp2z5cFWAkPrw7ZK5AguIiYLfTV9tiAIgjDzMU2NTLP+EN9GxrYSIlqbjGGkiUijXnOp8vcyLHPk9BTVAobEuWBlvz/OxZvOCF2mjIkXeWLzGnElzUqTQXs+VeX8Kvbo2Ctp4qS6ni6F6Pn5Rfo/LNuT59DHanmfzdyXWuluX2XZLl3Ntz2SYZF1IMPn6qC20bL9bg4PTsCE2k7QxbeoFzytPaUzlO3aIhzW6APR+M8DX+VtbIsLjeb1IrPa2Iuc0NiTNZJTr7s9EC5cqT2RPS8Q8wkns50Pes+wnU6t195UsTPNx/cZiGA4W+Ow6pSWVMZU8lCX4dg6J9HTisIMi70N5cZfTKuX0dxuy8aoD1ycwx7LRER9yU00Hvhc8rrVHPKeALey6k9xZECtQhXBZ/Nk9pMVBEEQhJmMiNYmszL0UXJobiqRGs66lbgX6eDoRvuwccGQOBSqGDKW0TLKmHYCj5euFnCpBZy4o9cSJ321VhJGgWGfKBZK7GFRPYuct1kqN5Z3Wq11SqPE83wMjpiqQBiGliKVwgAxjNAe9oeFZVCozoWaRpeR6kUeybMQcIN3Nh/hdkKvp34+7r40g2yJr4/lHs63fWeP2nplf4rvCzPCIilR4sl+ziawvODlqid0GUHvmT1PsVUL4tgLip0GFYMv9HAEx27IBzhQqNwCCRfD0LPnJF5QSNvSBuzeyYlSKPE9knTw/dGMhZPFkavH/fvhFBeWWhG8xrJHTPU7awmvTaR3Vn0tCIIgCJOFhAePIaK1yRwyt5FOTgroalXMRnuSBHwsSspQiOkIqQVXMhqH5A7n36CJghN3FKed7Svh+9VwzWSOezBimCp6wuwTQxS0mFfXprMg3xV/YgJ7fiyTKUIKRf6dRY+aX4qT/0p4HCxU25zqtdKXZM/eaI6FVdjNt2vRUC8oB0R+JIo8Zkvyx5Y9mfmgmJtdcL274nZzoCJZOMFh0XFib3OuoOaKNtMjPBPb5Hht1YMdsCiBl0GixM8Fu8fuXFi8CBn8ebuJ8zb3x5/mz23CvYP3eJefPfE+HULW/Wo8RD2exoNJXhDEBR9Mb0gRLIxpvLAnCIIgCK2OaTYoWqXljTAew4kXiUgjPbRG+Xut1SsrgdVZ82X2WkS0+cp2fpNDanW9sdOL1S4xPBlzQ4lUoYpgHmy7LaQ4nmaxjQVKXCYLPpeT8/Aqfcd04XGFLdthqsfZTW46HqMwOUfvHxGRCTmd3T5+z6GxWIkXVPGF7U52avzZ01G46E3aa9nepBom31fk0PjXM/9j2c1uUYPeRLOluthOHPt9vDuVGXe7Z7NcjMseOr05+kN+D46HAxZPmr3Ig/uA93jaYK98o89Fotqu8X1Rztm2F5/DdAeMACmX+VqdiYsdgiAIgnAiIaK1yfi9C0nT9GMKjHhthTwmikv3j/v3RaYqWj06e7IO0/jVJmsFQ1v7q7RyqFRRFQs2oUglUifOTo0/r0w8ia0nP2yqKJR4Qmv3tBa0gn1zIlIFwrwAFyHykHpu92e5eBHWn3Lr/GKWV711B0FvBGwFl6aC2aHVln2x71TLDrrU5P94nM/1qYF3WPa2+H9atmE0XnhppgtVJFNQi6X9XuO87+U+rrqMVWztYemVjkfQx88P9IyOJreMt3ndxHL7LLvDu6TyhjWA+0lE1BXkiucYWl4phNfec9U0oJ1YjYs8+AxsxvUqCIIgCJWQQkxjiGhtMgu9q8mhuWmgrE6YMCe1HhKQU+aECdMOh63JPcxNo9m91AiYO4vVYe35bbVM2qqJiABxkZOQwQIYey4OJSrn6FXCXjBKB49mo20i0DP4Quzv1e8Br/SSCIfKojidB4sNEafqmd2e+5Flb0nG+DshrLM/qwrjp2FMsTS+J24yCTrYK58psQhI2hxpndBr9rDynipEJoq9OnUtHjxcRBj7DAi/nqJ2NrVgX7x5b+QOyw64eJEqA8WXhqEHbjXaXSx0PRpHNqRcA8p2jXrCMdVgrp+LmOle9bzVEgpu9yLHMrsrvjce9fRIjQTUwmcY3j+Q4EJO6JF12hYqyyUuoHUiLaoIgiAIk4yhkWk0IDwbGdtCiGhtMv2l10nTHBS09aeMgzcSCw/VSiWRFUtvH/fvtWL3mqIArWc/6yFisDhe6IFczzy3onhKVz0/tQjlYkmt0oxhuJij2+FabNnxsioQomkOtUUhg4J4oe9CZQzmtPaYXNV3rpfFbKbE4by7S6ogwHMSAgGMeaxxWyhnM/M+GyVaYEGNPYmJiPbknrVsFDKNVgK2i1QMD9ahzyt6/+0h52rptNYBF2+IiCBKnEbgWA8UK/d8rsSB6Pq692sioCc+BPd7TK/tvOOihP1c43MKF4zwuGWLkN9ax4JVtX7alZjunsKCIAiCcCIhorXJjE2+NUqX1ZA+9FRWolK/U6LKouTMyEeU136TvSXb8jwhXeTlHNtZBhf+OeRQvbG7o1xhFnO/aq0YXA87jN9Zdnf5Ksv26zBRrSMEr5q3DOv9xjI8ibULmWDbcst2OPgcYjGsA7kXlDEXuK+x7Dd17tN6KM+eUi9xvm9UU4Uy/tYXDO6buyLLE/+ipk7cUYQ3WmG3URwQvukx1eser2P0dM5pP8+y44XDOEQpzoP3CBZsqpbzbO8rfBTN1jC5Vb1fo2m1oFoy8FbLnu9jQX6J9h7Lfs2t5m1OlThF8PkxR+dCTHnKWXa8pJ7rC8P/y7KXuHmhLwve+43Gc8oYDD2u9JwyJ7GdjyAIgiBMJqbZWDElKcQkjMss93JyaC5qNyLK30f93Ax+T4X2EQu8b1FeGxpPtHZWEK0RCKclIgpAfqgHWqkY4Eea72XBNJ/OVMZHA/t5PIiKXGGIP6tKwRYsvhTyc+5aMqtOTlFQnqNfbtnYl3Q0z8IMi0IRES0KXGLZCYOP7SAItkpiZYzxJ7G4/0SV8+LCbdwT8z2BP1LeWxDgkM0LTT6nb8Shh67JHvKC7XhijrBp8nkraBx6mNdUET/dQhXFR1xjL3TSEa04BoVmFvqi5mw5nBimXqtHGQUoet+CIHrLttzGVu2Rado8i91uaEsFZaPbnXzv9BTVvNFKS064COBxchG3eEb1Rla/l8YH0wgGvCy8sXrwBXDvExGt7uJFjk4Pn8PDGf5tWvwiZczLPmht5eP7UoPe0jkIza0Vt4ujJBy6GsJfSwugyWy5JQiCIJw8SE7rGCJam8xwYSdpmoP2F9XJOvblxFwnnLinSR1jGMfPy9uU+6+K37PUyZO7lT5uLxLLsxA6UFa9kec71lr2Pn2fZUddnHdabcKGk1ss5mLPOUQ2Frgti0O71rKHNd63d7XfoIzpgyqfZzhPsey9QS4C9Er0B8qYBREu/IOel4PRJyvuWyWcDp6QDuZVAekBj+zDg39n2fcsucWyzyXur/nzQTU8eETnCT5Wao75OQyyaBOtiyLrLPtwknPspio3E3OOnWFeOCmW1Ik6FtFBT1w1bzeCQqBWEaC0cYLFF49LXVhCz6vLxdEIpTILnukoujMbvOhEanhwusjC7lCB4wdSuirSlnW837IPZ16y7MVe7qm7J8uh282oloth7gWDQ/Uxvz8XVvdz98gcy+4os2g8P8jPn7M7VAHZnuQw4N8XOLIBo0Yw/Nwebj0MLaawqNMoLFgV8uo9imIfPxvzorHiOxGRR+comJHsLsuupwcuLuRMVRqHIAiCMD2YDea0NpQP20KIaG0ymcIoaZpOHpfaW3GBiydKPieH943onPP35uiPaaJc7vuw8rrby4JpZ5YFy8EMh+T9KvYNy7YXo0GwrUs9EyukWmGct3k+aNlL23n/f5p6zbLfEVTDHc8DEZ0u8c2YHFUnisjBGPehrDQprzVkFPtBRpVgY6I1bRyy+fBZf27ZBahSOlzg8YbN64v7tqiN83qHyyzsvA71+ormOMx7OooIoZh0EC9QFEy7h45/N07wjXKSaqFRbxVO8KtN9oslfg9Dr0tl/v5G88lrJVnoU17rHr5Gc2W+dvbp2yy7ZOaUMWeanHe9CKr3Ppv5V8ue419p2XubkA7gdLDn1g2CDaMZRtKqd7u3jcOIN8R5wcdDn7LsaEpd3Hst9s+WfVr4A5Z9dvjPLHtnhsOj7S27ZkFo+mB84zi/5NiKxejxxxSCfJFFeNp2DDVYuHPaIjpqAZ/VpTo834IgCILQbN773vfS5s2baXBwkCKRCK1du5buu+8+6u3l2j6vvfYa3XLLLbRp0ybq6uqi2267jW6//fYJf5eI1iaja07SNJ3OcF6h/H0BeFdneTls7Xkor7o4crUyJmvw5KxS9WG7yNLhpQf6hS7wsxjsJRZCo7DiT6RWKu0Er0PAwx6QShO7atj30+Fk0TXbyx6Zy7r5ePzRfPZG5svqJHwozxPAnx5kYTlKMcvGEF4iogQUYAnDRNPnZAF8JPbbir8BJ41tDh6zyKEKZXBk07/vZ1HR6eHz3gmpnm2mGkaIYmquwWJ9pYc9ysNF1eO3z8f79maDlZHrAQUKetVztmI0KMixIA56inVSvfJ7o9zPdTLzTtv9yyy723u6ZQ/muV1TpXDxycQepdAGbYSO5Pm++EQPR1a4bcWYZ7n5OoyX+M2VmY9b9s4Y52mngqpnET3htS6K4HXcH2cbQ/0v9P2xMiak8b1Qilxv2a+VOBrCaWsRtTDMERSHC69a9nnOd1r2Rd4/seyyreRWDLzSQ8QRA3g9hD1qJfJMiUPYHeBRTud4cc++MIavMSUAvbaZnLo46Pfy/d9KxdYEQRCEqaOVc1ovv/xy+vznP09z5syhw4cP01/+5V/SBz7wAXruubH6E4lEgq688kpau3YtPfTQQ7Rlyxa68cYbKRwO08033zyh7xLR2mRO811BDs1Ni8BLSUTU5WPBcjDFwmy/8Yplu2w5UNi/tBIDpE4gZ5ssLldFWEgcSfNEbRh6pnrdaojkbD9PAPuSHEaoQ04X5lwS1TaJtYsNrKw5mGMBVjT4kmx38STaDf1niYh2plj1PV+GirRQACt5jKeDjyf2zR229ZCtDB/DvMnhjgvb1dvI7+Tf2uNjwRErsHDoj/I1MKKrOZw4qS8ST3SxerAdnRwV35souMBQq0jsbOMJvg7eVMyFrgYKVV1Tf8tUFUjKQ0j/3vyvLbuefM5mYs+17ffytbNuTsC+ORERPT+oCiafk89JEKJrD6X5HjtILFRHbNVym5mP2eVnb+qIpl77hzW+r8oQnYGpBhhWTkTk8PH9h8/QHcSLa106L/jk4DuIiFIG/270qKIAtZ+DjvazLHs4Ae2FbB7ZWqgmRkWoCoIgCK2c0/rpT3/ashcuXEh33nknXXPNNVQsFsnlctEjjzxChUKBvv/975Pb7aYzzjiDNm/eTN/85jdFtE43m+P/REQapTo+oPz94CBXmO31n2vZb9HZIztqCzPdlHzUstHLhzl/KHqJiEJZ8Aa6eEKbh9DUssGT8ERa9ahU8iThJK0ElXOJGg9HfQNyOL+9h0W3FyrPRnV7QR9+HdG45+mh5DM1fWdf7PcT2kciVbwEdd7PAynVc3OgEOMxGr+H1Zy9sKgxahMILicvJLRD1WkML96QV0PJ0WuJBWTq6a9Zj0icpXHI6ZlOPh/nh89TtnvTYE/+oRJ7xaJFDm9GzzdR9XYnR7EX0NI1zKuduGewlbDnYHodLOpHwOG+K8HHZqikCu39BniLUyzGsiDUMaWh2UWDsN0UFmI6UnxN2Q7FKXogl8PztGgLfR7McVh0EARtX5yrDGshFpP5kpozHU1xmDfmp5pm5WOQL/GzWsPQeFjcM2yLkJVa4KgpGuqzZLoXTARBEIQTh0RC/ffP4/GQx3N8B1mtjI6O0iOPPEIXXXQRuVxjc7cNGzbQpZdeSm43//u4bt06uu+++ygajVIkEqn0cccgorXJLA9fSw7NTT5DnUR/fgGHunV7eWI0kufJVLKkTnLO9H/SsrdmeEI9qPGk8wLn2cqY1V08oS3A/OcNCEOuNhHC4imzIdcL8+pqXf1Hj53b3a28ly9wXtme2BOWfcnsz1p2GHL3fpVQ28KcDcWXjkABGpzodnmX4xA6kmKBX4+YQ8rEx/Op/BPKe+8LcNueXIkF4AsxFpZOnUOXTdsiAB6bYJhv0aCbz+18UoWM28t50lviPzr+D7CBoq+eiXLUPGjZBrFoXRBQHzGdJX7vn4Y55HNeG4eiJ8tqzmG1fOij2Pe5TCfOZN+lq+GwEQgzd0M+wGiJxZzL9mjHljenR67jz3JyQZ8jOl+fKVv14FrOQTW0CoXYOl2nKK/nR/iZg7nePQYvxMRJ9ZRm3Oyt7dQWWrYnzIt2JohBzWHz5FfIb8dnib3nc+VnID73a4t+wEVIexpFPVEPgiAIwomFYWhkNFBM6ejY+fPnK3+/55576Etf+lIju0ZERHfccQf97d/+LWUyGbrwwgvpscces97r7++nxYsXK9t3d3db74lonUZmGV3k1Dx0fkQtlAPdTmgnFMx8dPiblt3uVfOmrouwd+HiMFcz3RrjyZhLUy9iDAv0O3nStKSNBXF7gUM57WFvWB21W+dKvMvdLCoOeNU82L3RX9B44CTLCRV1iYgK4HnpDvJEFaIYqc3Jv+3tAVWAPjL6n5aNBXGUPp6GuqJUS0VUFO1jY2CyCxPIWQZ7Wt/fqS4cYBTvs7nxQ48xPDkQfpvy3qHYM5bd7uID4oc5MOa6EhG9VP4Vvxfi3MZUkQVgOq+G6qJwb9SjE9bmWjbm7o7m1Yn2b/ObLRsrOPtN9jbtSvxUGYPnJOhjjy6GcsYz6jUZgXxm3E4J5ZwheDW1WBqkxFO2zMd3eYCfC32ZyiKzr8jezG3g5ceezz2hNcqYarnelcCc8lNdnEevwz+8mqmG0zpB6B2ECIwtUGypGrm2mGWn81zkDr3tWDjJDobmozCdE75Y2S6Z53OiRDlAlESjxeuIiFxQcM6A5xcKXfQOC4IgCCcezcppPXjwIAWD/O9XJS/rnXfeSffdd1/Vz9y+fTuddtpYus9f/dVf0cc//nHav38/3XvvvfTRj36UHnvsMdK05oYli2htMru0zaRrTipFz1X+7odwxb06T7BPCXGxkPllVbTuSLIHMQBhZ4c19nrm813KmDgUFZkPLSPeJA6/TGX3Ui3sLTwPY/ZZtr3tB+a44uQQQwIz2f3KGBS0GN77ZponY/vSPD6lZZTxhRpE1ogt1LmWMNFqLU3wedGv8TE8lFJzfHEKmTf5HGKF3YjOvzln8xyh19MDfTjB0arkuhIRtTn5OhhMsxB5T/vHeJuAKhAwl/hNnRcvDiQ5dLrWkFn0PP82zZP4c92LlO3e7ltp2f9d4mtiT55DOSOBM5Qx2G+z1n60UVjI0GrIDa/GdHu7hgvqwtJw9hzLxn8PtkFV3MPmNqpE1BaOfpSt0Ufq3MPxiWf4/tvm5WsNQ+PDTnXVd9coL1jgYkWl9AgiVRzPc/MCmB/SI44Q7wsuCtnBKAfEnk6AIfj4nGtUqNqvr1YNWRcEQRBmHsFgUBGtlfjsZz9LN9xwQ9VtlixhJ8KsWbNo1qxZdOqpp9KKFSto/vz59Pzzz9OaNWuop6eHBgYGlLFHX/f09NBEENHaZLxakHTNRSlNzU9dGeAV+PNdPOncn2Lx8YzxO2XMGcTezSKspg8YPAG7JLhEGXNqkIsvQUQwDQ6xsKrmcURh5QcxWnDx7ymVVQGJrXFQGOL3YG9aIjW/q78Ek2i4IgfL7GkZjtfmIZuqwiUZI2bZTxeeVt7DnL00FIbCPME88THE9jlEqtezHSrFRtw8oV3ka1fGxPIcFnlpmD2tBfDE/Tav5j8P5LinZQaKVnk9XKbc3uqjklfnjQRX+P1Q56cse7ZPHb8XLsoC5F3mizG2bd9Zz8QdFx+cTr6mUWDU2ot0usMyHZr6mPZCBMIsL9vxAof6vhQbv9r4VKLkh8JSjs/B90cGKqQTqc8frEiNUQHYb5mIqGTyue6DZwkucOAYezQFwX7WGgZdKb2glvxrQRAEQZgIU12Iqauri7q6uo6/4TgYf6i/ks+P/du8Zs0auuuuu6zCTERE69evp+XLl08oNJhIRGvT6TUWk1Pz0JXdYeXvUDyYXhrmyfJviixUi4YqBrfrXL0XhVCbxiFje1NqsZB4HgqBwN8dJuRGQnicvfASCqtKbXbmR9R2Pg64jHByiq0gwm7Vi5wsco7qYsdbLLvbZKGcdbBHpRn+BhRg6L3Dip/VPK3ILJ3j89/iUfPyyhDD8cvsLy0bJ7SzTA6n9dta3rig6EwORGc7VCVeFlSF3dAge3564GI7kKoszGb72EMVA++uUmTGlotomuMfHxTaBog8r0N9UHZ4+FoppziXd1GQQ6T3J1WvViWwiqxhE6DoMatUAKce3C4WhlPlBZvtVls3dUCuN3qBSyC+zo18TBlzqMwhwUOJF2mqKZUx3xYXEdTr+PTQH1n2WU5eiBkt8rXyYunXyhhsq4SLVisi3E4nbPB5M0PqwsuRxCZ+UR5faNpDinMFFtsoYGsVqgEIc9d1vsemo6WSIAiC0Nq0avXgjRs30qZNm+iSSy6hSCRCu3fvpi9+8Yu0dOlSWrNmLM3owx/+MN1777308Y9/nO644w7aunUr3X///fStb31rwt8norXJOP7w3ysj6uQFY9FHwVN5JD7xXDE/5L6e6TtHec8NIuG5AlTV1FgMYj6lGmingvmhKzzsqRikfcp2BxMsbjF0D/PDdFvjyGKZxXHKzSHN/jIXnSlptQnIStjDTLHqsZLLW4cjbV+Ww1mXa4uU91C05cCDeHqYJ9FneiuvYO3Mcvi318H9QtHjly6pD6AFATVn+ChYnGd/UvUIN7NC7OzQassuQVLvobRaDRU9v50+FvtvjqrVkBEUDOj9j0KYe6Gghp6gZ980aytChqC3GSvCTkcLksNZNcrgFyYvBvUYXOBsv4OPxzJDXUiJO/herK0JUXPBRQRvG4ftjhpqy5tdOfaU7gEPs9PBQrdWYYfRDAM6RxIcjD453uZVqUdMVosuwTxYvL4721cqY7JFjlzJ2Fp4CYIgCCcHhqmR0YDwbGRsNfx+P/33f/833XPPPZROp2nOnDl01VVX0Re+8AUrXzYUCtETTzxBt9xyC61atYpmzZpFd99994Tb3RCJaG06v098jzRNo/NCNyh/d5m8mr4h/ncNfQf2vox6VO9sW5lj1YMGT/Bfiv3jhL8Hex4OaDzJQk9JNVBI5P1q3qbHyfs5UoJCJjA5rfV7KlEpd8/OvPBllt2uzVbei5s82cZiNPkiT7b7IFSYiCirgSCHyanXwx5qKPpKmZLq+XFqLEDxMZMCoTqQVccUFaEIlY3jE1/Jqof52pmWPa+NHysl24LAP4/+t2WHXexJwwUSuzBEwVBtkQXB0NR6ikzl8keOv9EU4XOpOdOn6RC1AGtBL+U5nP7NVOVFgOngrMifWXbQ4CJ1g+YbynZtbr7/ME87UeBcUbuw80C+K1YJbiOOTukvb6epplYPv3hXBUEQhJnIWWedRU899dRxtzv77LPp2Wefbfj7RLQ2mTmhC0nXnNSrqRPNOPT8a7S9iJIbafNGFso8Wc/Y8mprAQueFOF7Ynle5W+DEMmqaBymWraFb2JIH7aT6GznsLk2c2Kx7vXSl+TwwKx/mfLeqTrnh7Z1cFj2rigXjIlraoEn9PBgmOYCncejGEXvI5HqCRrwcRXXMlRa1TV1TBA82YdzLForFclqNu0m5x9GIGUw7FL388+dHP75vaGfW3Y230e1gCHBGFrqd6vXpL337UTBKAHMfa01JLiZxZtmOdS89YCL76ss3O+JafAC18rBAockJ6DSsz2c9p3hv7RsByjy19jZTUFSF5Y6Db6vSpCe8Gqeq5orlaptVdpn+djT6dY40iNW4jZO9qrTeH416KWMz2a1/6oahYKLNJjPXavQtbfGOcp0518LgiAIzcc0NDIbaHnTyNhWQkRrkznVPIec5KEhUxWMOw1eYahVqOKkZ35wzbjb5CmnvN5p7rPsqHGQjkdXUO33iUVS0Luh63ypBBzqpNEI8IRwML7RsnGyn8wdVsYUSpwTtqr9Ty37HAibTYMHcqdNKDcznxDPh7067e4QKzCPCX0fwZOXJlsxGZhsh8CrNK+dve1QS4cGc6rXFM/JSJ6PYdDN422popQuQu6rg2f4TgdPwmsVrfUsqgzo7JncMroU9tPWkqm02bJnO7ml0oixmWoBq7PixL0ZoZMY4uzXw+NuEyEOG95XfEF5L27rbXoUs8EwbENTrw/00mOf1tnggbRXu51usC1Vb5jb37w3oLZ7OiPE13G3l72mRYOL0u1Mqv9s/XiEw6KxX/C57ndZ9mGdt8mZqr9+rsELVdhyp90BKRVhVYBiD1lHhR60h2K2Am2w4LIE+irHvHzvjGTVStGYC4yLNJWqHAuCIAgnHs1qeTPTEdHaZH6b+gFpmkZBWEknOtbTWAtGeXxPKVbL7DbV3Eg/FPV4RR8/e62j/SzL9jrUfrLpEo9pd/MEHduojCa30ETBcFoiNc+wT2PPy3k6hgfyJC3oU70jwzWIVt02mQz6Oc8vAyHW1QQwinCsbIoTSPTOEBGFoOjLxhz3k302xeLW6+bzZhdcKIj1Ts4ljkLP04NZVQjt1F6z7IE0n596Jrf1eP+dNH5bmSMFNSz8QIoLj+mQs4g5pMVSXBlTaX/Qq6RplR9lGnj8qxXaGklxNeXBCt95pEohpslqjVM01YWpDTkOqUVB2wm51X1Um2gNKH1v+TjZ+zc3CuZ3xnL7LPtntu02pVhAdhCP6XDx9bVELZxNF3g5zPw/4tyma4vG6QkrnJdbdllT86wx33VPlBuiY0489nwlIprddiaNR1+Si+fZK23jgsuWPPedraeitSAIgiCcbIhobTKzAmeQrjmPqbyLQrFWcOLrIxaXhs6ToRFT9fKlDRZWydL4eXl+B4fTebSA8t6h1G/gs3kChYKtHqoV/ek2eeIcz/OE8s0iC8v5DrXg1JwITyhLxEJke/RH/J220MM4TMRngVcqAZPGaiIPf8Ppkess+wL3UmU7F3i/Lg5+DP5O49qHUurk9l8Gv2rZm6HfZneGe1q+YT6vjJmOirAIepuTJS4OlNcKynZY1MgNec1d3tP4s2zFeXDhAIUEVqfGgldEai4xCoFq4dK1iPVqCxyTFZrpJfUeXdvOwq4NXPZD4LH3mjcpY16Mfc+yF0XWWfYcg6/dPn23ZTdDtOLCDlaHdhAvJqUN9Xgu0HkxJ2Xw/fssVFn/+ZF9yhgs0oT7jVXO3yhx4bTT9EuU8SFt/KJomBNvD/Wt1OsVoxTsIbyVrg8RqoIgCEI1DGqwEFOFlJKZhojWJuPTw6RrLpoVPE/5e5eDvXyjNHFP5WCJvSs4GTyQV/sFzm1bZdn53Pie2koTLvtnY7gkFtoZ0Q4pY/ZFf1Xx82oBi1R1eNnbc6aDxU+qqHpHloV4TBu0gomHv2jZP4urxVcOZjicsx6Rh97AN5KPW/Y5zr9Qtruoix8OZ4b4HER87DEbTLN39hd9PNElIloOLW92jrKnNhXiEHG8noiIekHE785xKDqKt8kEPVR7NT42LlsFVRR9JRCJAzBx97pU7z+Cla+xYNVoqnKhHTxvMzGsMmGq++xxsGj1Ovjax5DxgKleU5eFPmXZHZCD6YRBniK31jnk5IUCovraBuFCV85g73miyPnL7/Rfq4zxOSAENsf3fLTKdYyFjFCQn2LwPbGone+30bwqEn8W/5eKn30UzEetvt3EoxQEQRAEoRqt2vJmqhHR2mS81E4OclObQy0iVKbGGs1jriVOBu0eTMO/0rLbvdwL1Ofm/XHr7Llx6Wpoq1djj0LKYEH8RoEr53qdlUVFPSxyhy0b0j5pb5I9qOfPUj29QSjwgzl+h6CYsv2Yl8pqpeWJghVlw208wffARJuIyOsAT3ievYFb4nzcvTrv/5G06mmNlzn/F8M38VzlSA277S+xVyiTV/OHpwLM1zvFz6GY6AUnsnnC4drFEOmMGg2rgLma9pYiCHq88lDkqVFvqA7e3Vp7+jbKaE4VbBpxPmQYChRhoa5un+oZLEB16VdG+bgXTRaGeWKveDPaIWEIvBsiOla73m3Z/bbw8S0G54E6ND7WeahE7narnlGsTIz3/POFn1j2gH6xZRc09bd5XGHLbmZP33qo1iZnssLPBUEQBGEmIKK1yZhkkkkGlUkVInvSE+/HWgmcUGJ1WiKi+VBZ0wBh1K9x+ObW7P9Yts+liusjWa6ki6GcOthNz3cD1XlZFyuWP1vCE9pkQQ0z3TjCk/L/PBSz7G1Q8Aq9xkRqOGqjhZyCbhZpCwLq9/TnoFfuEL/349R6y16inWvZ24pqwZZ0jkXWhYGP8htwSW0rq2Nqbe8zWSzyc5XlJRp7NgcMNT8VRd+C0GWW3Q7X7ZCxC4fQKFxveA5RnNsFpFL9V2cBWyiqkQkTZaqEKoLVbYmIsNg02jl4kVMDE6gH1nwWtUG1Wxi/I80eyGb8zizkge6BysZtEX7mmLYiU6dofB29EPv7cT/X3o4o28ZeULfJPxRbBe3OctpDK/c7rSaaRagKgiCcnJgN9mkVT6swLjHjEOmak3y6KgY9EPKIIYrosTvFpeZaJXUWmhgmioU77G1thso8aVvh50nbXJ1DbT/Q/XHLjhfVCxn7f27PcM7fYZ2FwxCpIg0LjCAoUMJtpyrvZQv823bl2H4xyvm2G0d5cv3ckOod6XLzfu7VONx6NMUFieyFUJoJ5gLbOtZQAb5Wg+q5f9R+JW8Dg0b005Xxh0ocYjjs4Gulp8xiMODqUcZEaXpFKxYE2mOyqIiSWsF6boiv8f0xbu2DeX1YXZaIaFYbH5/+BC+qVBNWuCgx03MG7YW+4gW+diJuvr46wOv6gyE1XNqbZOEehorW/Y7xzxV6qonqDHuF445hu1ui/zzu34mI+srjX8fBNhbuZznfobwXMfn4jBi80HUQCnqt8PIYzas+v/aUOT+8niJzCC6W2JmJoemCIAjC9CPhwWOIaG0yPfqp5NDc5DXUcNa8C7yGxPmp2AriRaqcl4doUBV3lVMVg7PboTcqiKdOL1+wO+L8xn/EeQJJRDTPx+1WsjpP+g5C+4Z2v1p4KFtBO6CoCDjVyRwWg9pZZu/oqYn3WvbCAP+WFSH1eD6Z2GfZmKM7L3yZZRdMVehG0yy8G+1ZOrvModevjqrxrLO9UGwIcgahlSqlQHj057hqLZHqIX4rFCgKuPizHLGzlTGHiJs7T4dHZrS0z7Kv8rEQWRBYrGyXgN+9xeDiZMNQ6Xpr9BFlDIZIVwpbtYusNi97wnOwQFKrp9UNVYKVawXqxk/Vcd4b/7Xy+sYuPvc9Xr6XD2T4fplfVqttP51ir+UpoXda9twyF/dKayz0m5GbiYXQDsSf4e/veJ9l52yeeHvLqaNg3uqrPjXsf5aXc3x7NL7eTvHwAkmU2OubKKue2kaFKlKCiu8zfbFEEARBEFoJEa1NRjd1pU/neHg9LHiwFUyteWS4nd3Lh8LIDZVFMXQwXuDJVMijTm7bDfYQezUQAmHOUzwQXU8TBdv0EBEVwCMSTbJo26VzldGhHAvVfZrqsTuQU3tkHgUFrL0HrdvFoaWNitYECPoz/WHlPR8c9+1xPldvajssu8OcY9n5ojpxL5bGD13GXqzP5/9Lea87dKFl2ytXTwVJCNn8t8yDlv0Jzy3Kdj544hSJr8Nhg/M2l0TejUPoYPI5Oh52kVUq83GvVTwobYwgDLlscGh6rQV5monTofZ4SYBmc+m8z0m4PjRbf1w8PhhCWyZbHPEkgQtYdqE6UXRo60VEtMjgaBUTYuhfL7AnP+JZZNnDiZcb+v5qSCEmQRAEodkYRNRI7ODkxR1OLSJam8wB4zXSNQct0lcpf08WoGJm4E8te6DE4m1jWq1iqeTvQR4WFmIybR2D34zzjPYsiBdEr+tBaCkykmGvLxFRf4nDL+eGOL8slm8sD8wJRVWIiBwOmHjCBHu/xgLWq3MY457YE8r4WgT+ZLaB6QBxH3KrAqEEx/qwxud9gcEVf3s9HNI4m65Xxv8qyV4xD3hq/XC39vhUT2t/9jWaTjp8/Nve4X1rxe0Gs7B4AuHv/dHKQtvt4nzXai1rkHryFjGcvFBicRr0sTcynmFx3YxiRbXQ7u1VXscgvbsAmnNXAsR1ldB4DM+dKtBbPpThxZtaQ2Y7oUXVAue5ynt7IDQ+WeTFk1PdHGY+SPtq3VVBEARBaCkkPHgMEa1NJuDoJF1z0eqAGg67zv0hy+7L4ISScyM/GFFbp2wucUGa7TAJx8my3+lQxhzKcoVcLwhD9M44icc4HZw3SkTUAaG/RYM/y6E1dqnkDNVDhaIAxUK1djzTDVbvxP6jaZsjD/NVR032EPshDzbobgdbPYcXmSxiOz38nWE3f+47CiuVMb8lFsG7yxyu3GjhIc123it5LTs0Fna9fghT9aviKVPm35MZYi//61Uqo5bK7Jkzzdo8gxgujPcLXmv23smpHIeQ4nFrtGhXowQcarXcORApj8cXw9IfGRy/R/N00WjrJQwbzvvUZ8kqN3vmXQ4+p0Oa2u+3Ftr9HGqMERD13Ee42FLvZwiCIAiCYVJjfVpPkDp+IlqbTJC6yUFuegQKJxERnQPFQ0Z0nkz1GFwg6aBD9Q4lTPbSoadhNMXeSMxVJSK6oodFaAzCBf8rzp+lQfgyhs0Rqe01avVWYf5fB0z6MNxy0JY3Nh1hls1kt8Fe3EjyMuW9/dDHti/+O8suBTlEcl6Ww61tznJK6HxsujzsbQ66WKD4bIsVw2U+b70B9kTNNfh8HNDVnOnZ5iLLxkJK/SZ737HFTDViJlfyjRfYq+awVXA+BO19tpX5+qqWH1pPJdtawjQ1Uo8hejRTsN9lgxcBUABPRyVhIqI4eFpTJd7P30RZFCW1E1cg2QXwb3N/a9lzoNCXg1xg8z91WNSJSA0l7/TwtRvX+T6uR3Dax+Ci16wgR+Ikcvw9UqxJEARBEMZHRGuTKVOJiHQ61aVWQO11sZftNDeH/Q7l2HO1tKwWrRkmLlYUd0FIr7nZsg+mVM/XbC+fUuxfOldjYfkLCD+tpy8hCmgioohroWXjRNFvsjfRFVQroGJhp8kqWIKhpEREBuTVoqjRobAVFo8hUoU39iLtcnA4bJstx25+mbfbDgsEiRx7XTs7+Tx5HerCw74Uj8kb/B7Kv7AtJBlz+c7RVlr2qRAivqp8EQ6hfUlWP5uJ8/xi2f00UQagarPWzuHBIbcqRvH3RLJ8fvBcGbb850bzBPEcoqc1XVBFxXI/Lyz5HJwjnIW+nodKr1p2paJBk83eJF+jhw0Osd5jcGj/ufrlyhgtwgJ9b/QXk7h344NebbzfRm2tmnAhAL38s+CZYz9vIS97+ReaZ1q20+TfnNE4amRf+lfK+HMiHNmwJ8/50yhgS3615VYGcrh1SH0olTGCRH2uaTovKPY4OA93oZ8XmY74dypj8vB5yRx/p3htBUEQTh4kPHgMEa1NZky0avT2DjU0bGWYJzAdbvbcDOchhLek5n0eybIXdn8KvJkhDiPeZ8vryw2Ex92vIoRVLmhnb8Se6GPjbm8HJ5CLHReob0IE6KspLhDUaLGjesCw0HbfXOU9rBJqL/ZzFINU0YoCMAYemd9EH7DscscHlDEBYu+orrNYv9L/Z5a9tJ0fICWbkzGU4PHRAm/XDZdH0KUOeot+hWWfGeENsYXRPxz5ijJmdmi1ZQ/GN1IjnNnOFWGz8INej6rbLQ3y75kDCzlnB95v2QeMV5Uxw0kW1Ngiqgjno1r4aaXWR/Z+n6/mH674GUdxOHjBCfM0j7cPjWAvYraHOGpiFLz6q/S3W3aHy62MGS5103TidXAOOOb3LwxdoWw3z+D0BAO87wtgoe9pTe1RXATv92EHVwg/m1gMLoLxpYiaQ95ncI4tLnCM5Pl8YiViIqL5Hn6+RyGN4oXsf1i23WuKXvpKecX2cHwnXG/T8TwVBEEQpp+x8ODGxp8IiGhtMgXKkE4uarMd2V0p/sORDNt7UxBuaBNMZ0c4eW0xtLIZyfNk//SwKnSXtfMEPQf5g1tjLI73ZVSvZyUwjO5859WW7bKFVW7XWGTUM7Hyejgsswz5mI1O0rCtDhFRW4QnyH4QlgcKHOqbyqjCIxGAPpbgFcJeogczaiVjFEkYBv0K8fdkB1ZadsSpCowoFChqd7K3uggrZbGCumrWBfmMwzmooJrmY2jvf3ok9ltqFi6Tvx+9wEva1SflcJ7fi5bYe/VS7B8tG8U0kZobWIJKvj4Xe2dzRfVaqSeCoBbwfKayUxPi7rL1aT3DxYsxXgd7GbdlOff2V0MPTf6OTYAhTGmA58pa33nKdqeG+PpY5OfnoQ7h62ck1ipjvtn3E/6eDIfArzd5keos8z2W/Vrsn5Tx8yP8eUNpvpcxZH1zdrcyZpePxXWjua+I3TsrQlUQBEEQxhDR2mR8FCQHuWnjkOod0SGfqbeNJ/iY57SxqHo9HVH2Bna4ecxB6Dk4Jz9fGfMa5LjFCpCnmGcxuDv9FFUCC5F4nWHLfjbNXiinQ51E63pjl9HCNg5bxb6RyIslNaQR+zYiGEpqL+rUE1pj2YPERa4qfRZR5R6O2NZoiU+tlot9RjGUGnNICxCG/LLB+0JElDFZtL4yygLFDfHeLxXUqs9r2/m8pSCXGYtuHa8VUyN0EotrcPRSf1b9zt8M82/bWh7/Oqzm9UXvVbLiVicWR9Jqi5YN0InKCdEZo+W9U7VLEwafGdiS6Xu29kzvzPylZcdM9mD6iH9nh1NdsDkbogwyPl4EzGhcmT1issdyaQf3giYi2jX60+Puv91bn8y8WWFLQRAEQWguEh48hojWJtNtzCan5qGLelQPaK+XJz2j4FCNQnjwafQ2HEJPZVn8vNfJIW3LHeyZLNoiHzuhGDB6Wt+EVjLVqqHiZAxFAYqvec5zlDEJGrLsvdl9FT+7EiGDPaJnh9mLnINCsTtSanhjgioLzamgU+M83gi0vyEiuqn3C5btAKGZKIxf+TZdUEPJd8V4Er0/fLpl9zrCln2h9xQcQh5wfmfAWdPv4PDR0czkhK/aOZRm0Xw4oy7e7AavfNSWz1gLeB3mwJuarnLdYaEwzAyeKXmBs9vOUF6v0vn+y5T5ZL+gcS7y20OfVsYcdOyz7DdHfzzu92ArLU1T87QbLZyGOdcXhv+XZXdDWysiIg/0nU0V+aJ+Kv6tip+NESFtcK7DxAs+mB6hTeLijSAIgiA0G4M0Mqh+4dnI2Fai5UXr4cOH6Y477qBf/vKXlMlk6JRTTqEf/OAHdP755xPRWJ/Se+65h773ve9RLBajiy++mB588EFatow9T6Ojo3TbbbfRz3/+c9J1na699lq6//77KRBggfTaa6/RLbfcQps2baKuri667bbb6Pbbb5/w/u7Rt5OuueiCohrimHOPH9r508QPLXuOf6UyJggFRjJlnnQVYdX/yfwvlTGLc5xvWtZ4QrsvqhYfmSgF8GAO6LberjZvyUTZXmCP24r8H1s29pbNFIeoUYZAJJm2gku1gGGqQYM9N2cF25Xt5oEnDBcVfpXkZYB50PJmrq4WjNoDRWtC0BKpYPCHHchklDGFMguOWJF/25vR8QXKZBKBNj1uXV28eSlZW8uaSqDQtRfNQlCoOqAATr4J19FU005qy5sFAX5sYw6kN3mlZYfd6qM9n2EBtxvOCRY+crt48aVQnHi7mGqEvbzI83L6vy37ysANynY+JwtKP3iR8d6zLzZgpAQuZsW93FJpwMXi2KPxvUtE5HFzezKp3isIgiAIrUlLi9ZoNEoXX3wxXX755fTLX/6Surq66M0336RIhCdXX//61+mBBx6ghx9+mBYvXkxf/OIXad26dbRt2zbyescmqx/5yEeor6+P1q9fT8VikT72sY/RzTffTI8++igRESUSCbryyitp7dq19NBDD9GWLVvoxhtvpHA4TDfffPOE9rmNOslBbtoSzSl//9qer1v220KftGwMO7NX9dRhcvl6iL2R0SKHAV7qVkPdZnnZQ4I5bo2iemCbGxo338PtH4ZynLM4SDHLxvxFIqJwZJ1lY87fvsRveBu/WihnKPEiNQJOlneYLNTn569UthuEUx928yR8XXfYsqNQjPTXcW4XQ0RUKPECQUZnUVECb9EruZ8oY5bonK+qQ0gwFguarEJBRET90BMzmJxj2SMF9T4YteUGTpRqQhWZ7t6qzcRDPuV1EsK/B3OwQGGyp3UwrS4sYTXht7ffYtl7YAFqb+xxy252Re80nI+L/B+27DgUJyIiemLk+5bd7uUq3LV6xdFbjC27DJOjU3SP6kX2gKAV0SoIgiC0GqZ5bHvEiY4/EWhp0XrffffR/Pnz6Qc/+IH1t8WLuS2MaZr07W9/m77whS/Q+943Vr30n/7pn6i7u5t+8pOf0HXXXUfbt2+nxx9/nDZt2mR5Z7/zne/Q1VdfTd/4xjeot7eXHnnkESoUCvT973+f3G43nXHGGbR582b65je/OWHRuj32IyLSaA2EiBIRfaHjbsvGiq4bc5VD1dALUqlNRcp5lfLaCV7chBarZZdrQukTm1Sru1brsVkLp+mLLHtFmHN3yyZ7yF4YCeAQeksHv4bWtDQQZi/lI1HVAzwryEVfUnmenNqryFYCJ8TIGwXVe/fpxewZO7uDC6m4HSw6j6R4/02TPUJERFti3Bon62HRhzmpxVJKGbMt+m9V932y2RzjnOdg8NaK2xVL0YrvVQKFdybPlWcNm+CpRKWWNzOFzdEfKq/fEeZnyxlwvyxOc3TJc3E17HZJG1+7TgxZT7IHdm7wE5b9++Q/KONrPdaVcDn4JvWBdzhhE8dhPxc4qrWiNYYHn+a6zLI9UBxs0MHXzU5bD21BEARBaGUMUyOjgbzURsa2Ei0tWn/2s5/RunXr6IMf/CD95je/oblz59Jf/MVf0E033URERHv37qX+/n5au5arP4ZCIVq9ejVt2LCBrrvuOtqwYQOFw2FLsBIRrV27lnRdp40bN9L73/9+2rBhA1166aXkhmJH69ato/vuu4+i0aji2T0ene3nkq456VBG9TC5QPCkIGa0VsFUiWeSf6e87glyWHLBSNk3Py6RAOfPtTlZfB2J/96y6xGpGIJHRFQqc3jrggB7Ptb1cAhtxMui/QPz1YrFsQJPon9xhI/txhiLxC5NFYNujSf1A372wkQhLLJaniVO3DWN9+fdXXOU7TSoAv3zQ+whT5f4oVGA+uNPJzjvlIhoQZhbl7wY/V7F/Wklzg5zO59TfRx+mbX184kY3LJmtvNUyw6Z7Ek/oqne2APR9Q3tWz1CFQuSoXe3Wu7sZGEvHIR9fUuwfHpVDz9z3t2rhqxrxNduusSP/bPDfI+/HufP3UlnK+OHEi/BZ/F2Xg9f+0YV76wHWrfs0LZZdtZUFzHqab2E4cGbiD3H+JyyP38EQRAEQZhZtLRo3bNnDz344IP0mc98hj7/+c/Tpk2b6JOf/CS53W66/vrrqb9/zFvW3a0W6enu7rbe6+/vp9mz1UI3TqeTOjo6lG3Qg4uf2d/fP65ozefzlM+zqEokxgqVODQX6ZqTjmiq921TgqvQ+qBnIeak1ROSNy+ktjHBCrV7zU0T/jwUbRP3iVXGHq6Jv7Uvwx5InFDP0nmi7dBUj/SBDIdOH0rzZ+0wfmfZc5xqAZuUzq0pDiaes2y3S81xq4UItBpxaqowO5Lj3/DyMO9bzuDfaYDYeCXGkQR2To9cZ9kOYnG/M6XmMk93OOwIhKZG81AozCYYR5KbLTsGPTWDvkWW7bDlwTYTvUI+px0Mh0dP73R4bTOGeicmIDx4vp/3YU+af9thW9XmWIHH4KLZa3kOTZ9jch5wIsfefiL1fsWrHUNwq9EHi3OVIhaaQcDPBcoinkWWnSlz+LqEAAuCIAgzCbPBQkymFGKafAzDoPPPP5/+5m/+hoiIzj33XNq6dSs99NBDdP311x9n9OTyta99je69995j/q7/QbTuyT83zqgxhhMvV3xvorSRKqjzGntbUCDUg8PBFYV0jSfE9fQOrCbIR4ssHtb3c35qcJQnt6+MqAKjz2CRNqrzJDToZMG0P6/2T63UpqKe3+My+XjsSdp6kUKeYb8Zs+wdxWcse6mb2/xgn1oiokKRRcp8k/P6/NBaKNp2pjLG3t5nqsHv3xhhL3SY1N9W6ZpCoVoqNxaKWg0UqpptIaSSCJ3MXOBa6NDUNlBzQPP5HXztHSrw7/nP6DYcQkuMRZY9y8PHOmBwmPqvM7x4EvCq0QONRoT4oSjSLB+H8+YMtSpxPZ5WjA4518H55X5Y5NnnYHE+or2mjMdnU1eQI3JyJV7kanaLGye0E5usnsKCIAjCiYHktI7R0qJ1zpw5dPrppyt/W7FiBf3Xf/0XERH19IyFfA0MDNCcOTzJGhgYoJUrV1rbDA6qRTxKpRKNjo5a43t6emhgYEDZ5ujro9vY+dznPkef+cxnrNeJRILmz59P+h/+8zjV8LxmClUEwyqJiLyQB1pPER6cyM8NXjTuNo2Ga9p5vvAzy15WZs9iN0zITw25lTGPH+a2MOg5mR3i8Og2pdVJcwtIlSEEWLctYK3sZFEwmGMv/wuHOIxxyMXXK1aJJiIaBIHQ5QaBAUWdelPLlTGH6Jka93xyWN7xAcs+z8Fhv+mSWi14p86iFa+1Lgd7yJK6er/GaHvT9hPpCKghsN3O0yx7oLTDshtd/GmUnKaG+UN0MEGUOSWK/MZ7QysIeR0Kw72ZZ6/jKR4OXw/pN1r2y+bzde/veGAhtS7I4U441AWjWsotdUB1bSKi5Tr3SX7VeNqy50FrIMQFgpGI6IzAeyzbA4tROzQu6qbZVqnrSZHweXgBakHbhZYdL7OgrlaJHRe3cGGr0XxjQRAEobWRnNYxWlq0XnzxxbRzp9qP84033qCFC8faJyxevJh6enroySeftERqIpGgjRs30ic+MVZUZM2aNRSLxeill16iVavGqtQ+9dRTZBgGrV692trmrrvuomKxSC7X2Or8+vXrafny5RXzWT0eD3k8x4YxHok/S2NTnKm5QLKaOmFpJ/Bk6expWBHhVjJe2CZGqlhPGzyhTRZZPKVyfTRZoBdjpI1FjtfBHruRvOoFcznYI4s+2HiWw1Tntp1PyJzwxZbdF/s9NcICmHifGVbPtQbhwnuTvN/YtqNNZ0HdZaoLHEkPT2IdFep0JbVmBm83TsHkHOU4tNzxO9RHzGr/n1j2IZ1zV7dHfzSJezc+cVt+qu7nfbUXGzsKCg+vSy12VE/f2Vpwm2o47QEuLk27knyPxPMQcl9QWyI9E/+2ZS+IvMOyB4ucT30oxZEJze5hi8J/hDZX3K4W0nk19eKFMhcBC0Mucpx4Metc7VzLnu3n/GsioiHiqI1DBqdxJHN8Hy6OvEsZ02HyotOoxs/GPdHHKu53Ns/HOuo9OO42WPCOiKgIgjRX4HveNNSaCYIgCIJwotPSovXTn/40XXTRRfQ3f/M39Md//Mf0wgsv0He/+1367ne/S0REmqbRpz71KfrKV75Cy5Yts1re9Pb20jXXXENEY57Zq666im666SZ66KGHqFgs0q233krXXXcd9faOrVx/+MMfpnvvvZc+/vGP0x133EFbt26l+++/n771rcoN7SuxMvRRcmhuJX+SaPIqVs411XzdHh8L6YLJbWF6nRwGOD/AE91onquHEhG9keZwvdfoScuuJ4S2VlAIHCjELHs/5N7tMV9RxlTyHKPXdU+h8gQSqRSySqQWlymX+dgMQ8bvhiHVC4zhznv1XfhpljW/zKJX01TRO8vPXtSIh1WrD1xs3Uk17HZyfJG144V+snGTJ9q7TTV/8C1e/m2eHHs2D7u4HVGzBVMl7GGZtbREQuGB9mSSJFWkOaGgWNjL18RAhq8vFKl2mh0pUQuN9kLVNV6As4/H0ON5Tvaulonv3YwBPat1NeKillY/djHaaMB4PWHQgiAIwsmJSVpDeamS0zoFXHDBBfTjH/+YPve5z9GXv/xlWrx4MX3729+mj3zkI9Y2t99+O6XTabr55pspFovRJZdcQo8//rjVo5WI6JFHHqFbb72VrrjiCtJ1na699lp64IEHrPdDoRA98cQTdMstt9CqVato1qxZdPfdd0+43Q0RkYOc5CAn6WblVjbNxO7J2p5hcXl2gEPyun3j709fVs0VPbWNixIlsm+x7ChNjheJiKjNw8J7Q5yrIWMrC6wQ2gzCbRw+2eVh8XQkq4rjoIdFPXpn95Q4fHIWvVMZkzO5CevBFE9OXbBw0OXm69OmWWlXkYVz2M1vBpzswZ3naaNWos1kr+Nls/i6W+APK9sloIJyaoDFvkNXhb/AZMuqVz0I10TQZcLf1QrbrUQloWr3LJ4D/WRDDr4PDhgs3PtsYf4eje+rjMYLS31Z9pZH3Owp9cL2RM3vSSsIgiAIzcQw1XSgesafCLS0aCUieve7303vfve7K76vaRp9+ctfpi9/+csVt+no6KBHH3206vecffbZ9Oyzz9a9n0c5aG4lnZyUyg8cf+MmMC+gnsLL2lkwFAye3Bbhit2VYHvYVAuhxNPs0YjqjRVfqRUsvIOtRpotVJGgm727exOcB3dW+/uV7ZY52EOUCnOO72vElZl7vKp3NldmAeYssDid7eX87A5vZYHRWWCh3Ok2wObQ6UTQpYxpT/Fxa3bRmFroByFRNPiY6bbKym5IAEbvV744QrWABWzKZc71PJGFxyn6W5TXQzk+piMQJZooqPnDrQre49gvmYhoQQcvxvidfK0YGQ6nP8utFokayPFB+G2OI1qwPdGz2e/Uv8OCIAiCIEw7LS9aZxoGGURkULtHnVhNVgXS4aya6xl0QeVWN09usUjLoQyLxH5trzJ+X+xXDe0PtvBR8nptlVqxiqvbyd5dvx627HrElwP6QfrcaiGmub7zLNtr8uS4X2ORuTP7pDLmNUVM8bE9NXiVZb+U36eM2ZfjYio4cTYhNLYEiwhFW9HanMb5iP05Pm55WITYm1QFitfJnk5PkH9nGY6zvZXMSJKrqDYq+pTqxREujDOQU8/7z6AomgHh0rUWk+mCSrFpaPNTbYEDr8N6CuhMN1FdbWe0M8H53CM6e2GnKrqjHtqgpVEeigi9q/3/p2wX9vC5WhmGfPAu/m0Hs2poQjnK1/UK4nzdF7Mzo8exIAiCIFRDCjGNIaK1ySyjVeQkDyU01YPpjbCo6M+wWKgnLw69TQVDVTy5Mk/u2p38XgH+jj1kD8SemvD3L4monu/TTA61dYI4TRkcJpslNQx5l8lFX+boHJ7rNPmS3DfhPSMyyknL1rTuitthvlupxJPoAhQRqkaKWMwuNdRqpkUQxzthsSIORW+ied7GntP6RopzDg97uH9wG3ieMNeViKi7wIL4XPciy+7xj58TS0QUC3PI5FCWRfCRAnswt0A1ViKi0eQWGg/sJ7sVKtVijjUR0RUdfE6eHp147mq2WEe7pRkoVBEsckVEdHqIF1zaXRzqui3K99tLk79bE6JY4muqO8B5p/Y+vgdSRbD57/ic89uCFAKwUBeDytNYfC5p8t+nuz2UIAiCIEwEyWkdQ0RrkyloRSprGvWaXcrfXcTevHOh1UbWx+Lp2fx/K2MqeWc1YiFyWlgNEz0vwuLQq/NEL1niMFUdxocDLBiJiNw6T4KjWfbCYk7aAuMUZYwHqvxugZJAGpS+7S2rbV28DhbxKCBnE3tHsY1KrYWsUKDYPbW7IGTbCdWHDbM2oYq0E5/fgC0fM2R02jcnIrW67G4nt7wImUFlu94AVzqd1wbnysXnM1pQH0DYFgWFKkYRb4+p3tSnC9zSw6vx+YiW+LyXa/TABs2wZe/VuILzmeBdJiLygODo1tXqu5XA3plO8BYPVmlF43JymHypHLPsSr1YWxm834mIjqT5nLhhISJZLlCrUgCveBnut19n/0XZrs3N+e3JHC/yzIa+xF5DvW5Gklzs7EzH23k7iKAYJa7QPd3toQRBEARBmDgiWpuMQQZpZFA3FIIiIjrTx20rcqAD+jI86aw1pBgr+Y7kVS/SnjRP1HCquz3G27lM3ibkVMVkgFhwZVz8PYsCl1i231CF8jbiSePeOHvmTAj53E0qKBRHIXRwK4TTzo9cYdnYo5CIKJefeL4tVv9Fux6GyvybfbpaFCkO4Zzo7UlDxeEMsUd4UNtX8XuyZT5vg3k+o7viqkBZ6+eFECd4bh8f4HMYh1BSIqIhENEmnA8MFcYw7mpEoHrwB3pA0DvV6/NN/tn0XEkNxa5ELVV97UxmteupJlbar7we0rn/slHi4/smTfw4TRW94Uste7HJ1+p5/guV7UYMXnzZWP5Hy67mHV0X/kvLxr7GbxT4Pnw5/oOJ7bAgCIIgtAhSiGmMukTrgQMHqLu7+5g+pYZh0KFDh2jBggUVRp74xPUh0jUX7cy6bO+w5ydaYIHw09H7JvwdWMikL6N6Ccsmf+9glt97KvdTy/a7WFQcif624vf0hNZY9hJjkWVnbJ7JWrygGNJMREQghjq8Sy37/e1cGdoAr+l6j9pCqB7R2kxMyMeco6me1XeEWWAPQ9GcX2U519UPvVnTtp6rmTKHHv80waHkFzg4n9PnVL1vnZALmAUhM+DgfpC7Rn9Kk0UJztXOOCyQ6KpH+HCGxXamqOZqCuMTdi5UXs+FkGDMjd6SjU3VLk2YosEhzn7wlmMKARHR84mHLLuSVxyff3ZeLvLyWFHnZ8yiMOeg74+pLX/qibQQBEEQhKlCwoPHqEu0Llq0iFasWEE/+9nPaOlSFhxDQ0O0ePFiKpdnRhXLycBleslBx7bveCXP4uFPZrOov2j2Fy372QHVq7VD4+IyJZPzBI+kOGNteY/6XWeFeAJWMDgWs2PoWt6XTB9/FlUWrf1xFlk7IyzMZtM8ZTsM492d+DXvM/TBtPfERDpsn3eU7UXez3O0S5X39nVwhV0UY24Xhxe6nH5lDBZFapQzYX8umq0u3mBh4J0QkvtW12rLNmHVa6mt1+6Pol+z7A/M47xTFKYF27IZPo4ycPuh53syyZh87frguKeK6n7+IsHFcRr1hgZ87HEslFTPOYaj4jXhcXFoaSqr+v9bNXS4jSLK6zC0tsF06POL3Hppf4ca9n84w88MDMF1QP9TvN+bzTwH5317oKDZsKZeA7WcA3vYf7+Hc/SXECyYwqWHubMDnq3KeKxcrRQkgzGtJmwx/L0Mefyttp+CIAiC0CzqDg9esWIFveUtb6Ef/ehHdMUVHMZpmieID7pOlmoLyKV56J0LVE/rfB97R/pyPBl6Bjo+XD1XFaDrTJ7ovZHg2ekmk4vzlGzH+0iOTymkvtHWDE/sXor9I02Uw2kOPTwERZSIiAzoS1pNnFaiB/J/O7zsQTxbZ49lyK16Fle7uJjLLvBAlkHM/bakFplqpmh1QvA1thAiIjo9zOfqgwvZ7vaysBvI8bn+9/3qRH1O+GLLfjLDE+zz8iuoEthKpj/PCxyNhkHXyn6N93NBllsDOWxFproCnJt4JMYLJtg3t1BOK2MyuQPjfmetFbkLxcFx7ZnC3tzvldeXBhZZdpeXj2/Yzc+YtuipyphTIJrBq/Mz4rDBXv45ERa6w6Qe84PR2kK5K/Fq/N/YBmHY0X7WeJtPiAHjDcuO6/xA7TR5MSylc6RGrqC2Izsn9GHLnm3y4tygxmL2lWjl8GKMSPHpvMCwN/oLZbvZIV60Goxz/2Zd59QR08gpYyoVESsbfI+IUBUEQTixmQnhwfl8nlavXk2vvvoqvfLKK7Ry5Urrvddee41uueUW2rRpE3V1ddFtt91Gt99++4S/oy7Rqmka/d3f/R098sgj9K53vYu+/vWv0yc/+UnrvZOZglEmUytTsqQK0Ffj7I17cZgnGUMlnnz8245/VsbcMPtWy8YCNvuJK7i2R9WcMBeIKZzw2NtmTBQsxNRs5kD+b7uLr58ytPCI5lVhd2qQt1saYPvFET5QzpTqAW0mu/Udln26a5W6bwEW8T0+zuuNFfiaiBV5P3OGOunsJRYPoyZ7m/dD5dyEFlPGvJl8wrK97vELQU0mmHO4NcJ50kFb0RyDxp9gh93sIdNJXfDZU0G0TiY+Dwsen5uFSAHu18lqY2UH+/sSqZ78sIvvcafO9oGU+mgPu/naeyPJ1+QlIfa6HoJVrleGVZGGwgrbEzkcbeP+nUj1mjodHA4/N8CFtYq2ysj1oEHF8vkGi3UPXEcvjfJC3drQZ9QPgEfLS+b41dR1Tb0mPW6ugo3ffyDxO/i7eg5ysKCHue4DJS5eh9cXkZqGgNfBweRzvPs15p0LgiAIM5OZ0PLm9ttvp97eXnr11VeVvycSCbryyitp7dq19NBDD9GWLVvoxhtvpHA4TDfffPOEvqMu0XrUm/rpT3+aTjvtNPrQhz5EW7ZsobvvvruejzuhMGlsDrRhUJ2cp8s8IZzrY5H2ROZ/LPvayF8oY14D7+jZfvZGrnFwH8zfldTwTw9U/40XuPpmtT6WU4F9Aud2cZVgP7RyeXcve0QWz2YvkGm74XYPcnjcXVs4HrYAlYh7NbVy7XkRFvhRyLE7qPOxOZx4ThnjhwJQGJYYJp60roxUDml8YZQrA2OvXPQbh5zqhPh3afZqdXvZM/lm+XnLTuXVRQQDvFe5wghNNegpxerUGV2dhBvQuuRtoU9ado+Tr9tEUc1zTAQ5f3k48fK4348VhonUKsMY9lprCHAB2iBVaktl9xLGMyxiyzZvcSMsMtQczrkQ9X5aO3vmcCH1qT61L8yVc/jdM8P8/ElCNEa6xGOWdbxfGb8r+vNx963W3xn08SLAQhCWI7p6rU68AZh6focdLAAXBd9m2R/q+rxlJ0tqReyNZRaqla4vOx4ni/BYlgtlVYtswGewEyqOp/P8nHfD5xKRclLtnltBEATh5MAkaqh532Q7Wn/5y1/SE088Qf/1X/9Fv/zlL5X3HnnkESoUCvT973+f3G43nXHGGbR582b65je/OTWiFXnnO99Jzz33HL33ve+lF1544fgDTnAGtGFyaG76U8hbJSKaDX01E6BnZ3m58NCbcVXo9mlcoXZpkb1nOcgZxjAzIiK/l7+3UlhlNWYFuX9owMFC+VCSv6eeEGDT1joFPbcvp3jSNmeAvzN3hL10bc7Kt5xXYw+PAeHSm7M/U7Z7HWwUIpgb6Xaq+YMpaPuD3releo9lx4pq6PIghP7+bpC9IBgq22fELDsElXeJ1POWcXNFab+Tr4Gz9MuUMSEHi7TXib3Ak1l8CenysHf4DCfnG2dLqkjcW2Lh/Zv0A5aNvX/bNPUclMqqB2887BWG0TOI563We6IWMVapZ22zOejYp7wuGryQUTD42ouD997Wxpd+fgjvH35+vGLwtYKtaHKmKr7s928taJBp7YLz8UKOW3vV84yyM6udn1lLdV68SJmc6zlUYHGf0Gzh53UUBIultx9/oypUunYmM6JFEARBOLlJJNR/2z0ezzFFdSfKwMAA3XTTTfSTn/yE/H7/Me9v2LCBLr30UnJDxNe6devovvvuo2g0SpFI5JgxlahLtL7tbW9Tvvz000+n559/nq699tqTPqf1YOEl0jQHbY2qxYV6/XyoowU+RhvSPGk7UFQn3hh2toM4TLSfOIcLJ/tEamGV3ZC7VWsI2UjiFcsenvS1mTGej3HF0Fkax7jP8vA1tiXXp4zZlv2VZaMARY9urRPtWsM88XtikJ/6oyNq9d9V7Sy88Tc8PPD/WfbK8J9ZdsZ2bjSNHyCLiXu2ztHZa/smHVbGPJfkla1SE718tRKFtiyP5bdZ9lL3Rcp2XqgifUrH+yx7XpnztA859uKQugSCBvdBNnewypatz96EGk1R7mLR+kaKr6+vHmQxOM91njJmd5Z78rohpHexm6MPHCbfOwdMXkiqF0xPQA+3rjW8VqqACxZD0PYHn40GzQZbXUjJgKdUEARBEFoNkxoLDz5aPXj+fLXN5T333ENf+tKX6v9c06QbbriB/tf/+l90/vnn0759+47Zpr+/nxYvXqz8rbu723pv0kTrUYX+05/+VHlNROR2u+nnPx8/hOxk5D/jjyiv35b7oGWHXDyhHoWAuGjqdapEysWizenglYxO6HFKRJQnDnutJ9epo50LHLU5WXz1p1jMFprcqgS9w0EXX5JeCBtO6GqVUQzPy8LPrFWoovfNCxVl86Wksl0uz8cdC54UIQz53bO7lDGzPDxZ35/mhQes+IkCoayp+xzw8fEIa3yuOzw8pjfTrYzZpXPIZ7PPTy10OtlbfZaLw1kPlNXz1qFz+5aowWIyo7HnGitlExFFAlxoC0MpqxVVmqoCVFPBgvZLlNeZEt8XHX4WYJ+f/0eW/eKwWsF9C3rv4e8lN3sm/Sbkpza5uE8KFtA0zVFly+ZxKMWRP3uKj1m2wxFUtqtU7EgQBEEQWgGDiGpLbqo8nojo4MGDFAzyv4GVvKx33nkn3Xdf9Zac27dvpyeeeIKSySR97nOfa2DvamdCojUcDtdUaOlkbnkz130uOTQ3neNSw4N728YPD/aU1dDQSqAQCfu5CmXIUFcoDGIB1g/9DO1tIioRg7y8kfJmy/ZCbmezWeLjHN3ZPp7QYoSjx1RDDhoNz5vjX2nZ5+mcm1h0q4+FV3yc44b5rj1QqTXsVie9uTLfIxtGWDyhoD5gcv/Vbl2t9Hqqi9vpvLWbwyqx6E6Hx6eMOaCxR3N7/kc01WRM9ja/bHLo44c6z7NtyWL7R1FebXhh9O8nbd9mOllT9eS/PMLh0h4HL1aUYRU2ZssLrsSWKBd/0yEP2OPqGm/zusGCQtXyinGBwgfh8Fhp2p6/HHbyynFvme0UhAG/Ev8nyz6RFjQEQRAEoVaCwaAiWivx2c9+lm644Yaq2yxZsoSeeuop2rBhwzHi9/zzz6ePfOQj9PDDD1NPTw8NDKhV+4++7unpoYkwIdH69NMcpmaaJl199dX0D//wDzR37twqo04u4tRPOjmpaKou+Fei7N/YYrL4SeTVMM9aiGW4v2Q8cIryngt6xKI3UvUfVsbrZm/gYu97LHvE3GfZffkj1EyGDRbKB1J83EpQo/tQobYCKTV/Z4FF/K+Jj2fZ5qld5+MetGnwQh8p8BHdPKpWyN2eZpGxm7g/JoYun07cJkM31IWgAw4+HgWDc1pxsWN/Sl0Y2p99nqaTbJl/89v9HHI626sK+iLolfMdXLzpTfpxxc/GIk+YOzuU53xM+yIGFvrCcGl7hduZwHLzAuX123tZqPodfHy3xnibZ3MTX7jAyIxKxacmghNCwdshNxsLJ703cocyZn6An18uWLV6QuNFs+XaImXMj0c57N4Vuc6yHVA9GKv9NuO3CYIgCMJUYZraMQVJJzp+InR1dVFX1/EXrx944AH6yle+Yr0+cuQIrVu3jv793/+dVq8ec7CtWbOG7rrrLioWi+T6Q6Tp+vXrafny5RMKDSaaoGh929veprx2OBx04YUX0pIlSyqMOPnwaO3k0FyULFYOr8NJWz2gpyJgqtUm5+hhy/aD922YahN9WDDFgIIt9t6ZEwVDgImInA7+npLJk+Ufj37Dsusp/oLeokvbP6Hug4Zh2Sw63yhDH0ybE2izyfmZZY3PaUnjfV5qrFHGLPGyiN2RYZHkh1Y0vR72HNvTwJ8aguJJnSyUHTCJt9XZaUpBm0ZYoXFv2eUh3rt2p3pARwv8HnoD2yDMfaHX3saJz6kB1363h71yeD0R1V4Fdibgt7VbwdpW/VAE7L+T6y17uq8HIrVgGxZ5wnYvWMWbiGghLLpd0MHPn7fP5rDyuK3wWW/bFy37wcNft+yL27kq4Wn+d1j25vwPlfESHiwIgiC0Ms0KD242Cxaoc/tAYCwKcenSpTRv3lga3oc//GG699576eMf/zjdcccdtHXrVrr//vvpW9/61oS/r7kVMQTqLHeTU/NQWVMnQmWYbGNvw3paY5TLLLhQpBIRdft5gptP8UQe+wxivprbxQVKiNTJ/4Ec54Q1uydlJs+hAvPar7LsM4Kcv3dQ5+/cE+WctGqY8NtM223a5eUJsZ7n8IjXitxmxz7ZT2S4gnPQz15tLChUMNTvKcOpx2ONwt8LCtTnVFfA3h76tGXP9vBnz/LwJD4Ttt26jdfNaYhDOnur/32QV+c+Nsf2QKtQBdoweIFiW/TflPcWRdZZdog4lARDkuc4zlDGlNqgPy54YRu996aDnG3xZhQif8uw4rGMOGy2nxpbGGs2WCwp6+M856RHvT5GUnx+dyQ5gscDebCLA2pOLFZKDsE9OgvOtd/ghQ8N8r+JiMwZ6H0XBEEQhJlAKBSiJ554gm655RZatWoVzZo1i+6+++4Jt7shEtHadPr03aRrLkqRGqeNnrlmTpZThurRded5BrdN47zJeeHLLLuTuAhRpy0n9ojOob/bkxxi2A75sdgGhqg2j2g1z0+nwSKnF3JF80Xez1olM3qhUfQSEb2Z41y2POS1YRi16vdRPYAYmoqC+NH/P3vvHWfXWV4LP/v0XqZrNKNRb5ZkSW5ywR0MGIIDhBB6CcEOyU2Ae0NIuAmBEEIgkAYfuSTh5hKIA4Tubtxt2ZYtq/cymt5P7+37Q3iv9WzmyCNpLMtmL37+8Z4559313VvPesp6Jv5KzemKIvKapN6MfqoLzlG4rFzTpDXggIMhSJHKoBOkNew+vx7dUiNrjn+r8yJz3OXTa2Ok6KI5s9e+r2p5q/pcblBqfQqElgnKYPbn0gzWfqrP41y1rDlbDDu1+vGiAtYhk9Zpx0vsuZgjvC44jHoba9V3/FwdMHaY447GYnM8aql1yBv4AzuG7sj8iznuDmFNvhxTxG3YsGHDxq8u6o2T/53N/HOBxYsXz9pFZsOGDfLoo4+e9fbP2vKdizDTrxIKtaQ4DJcMpO974R+fITh6t9Cn0yJbvLgfr61dao6nCiAPN3YjUmFdyEcyIKcVAy1JuH7QSlJZibdcRfRrruT82RLSYZ8rY0l2+NbO9vM5YzS/Q33uDCAa56BI52hmW9NtsIBVhc4n7od8902x/6nmDBvUnqiBiBdHsbkmdsKp2/nkBddwbQop3otIzOuoxXBnpwSnWxcpRTPk1orDfgccFpka+kOmqEXMXOv/ljWQxrwnAeKRrOhXTLDJG4f3c7D0ffUdp3xz3SWrbXMEVUQkTOnoLxdy2gyhuq6Z7vDjGWfxpUrl9NXCX0xwDffqGJSNL3AsM8eccSAicqgMwbmhJNr0DDaaOyUY6+NoJbWWBJo4Fb1f7lFzOAvlXNW+cg/buaYn8/VkB9j5kApuw4YNGzZePDTEMNvWnOn8VwJOi7S++c1vVp+LxaLceuutEgxqg/EHP/iB/KqiVi9K3XDKovir1d8rFC0aTT5unXbGWBDQRt/SEKJXXD94eRsW7GAe4ymLneuhzW0moZzvF2E0boq/X83hvoehOqKWT2a/aY79Hk2YONqyzgG13MV+zD9RAEk8k+Rkq9HZf5ZGaJEEqLoCSFkNWPpOrhAYy6HYreZ4V/FOc9zmxTPTbmgxrVGKAvcGYNB2UHpwOqD3OTz0mDm+LPrb5tjpwu/WBGJqzkQBzo8nBee2LIDa9XwgpeY0S9Pu8eC+hWgRrQ43r6Roc/uafseIBaGunC9Pm2O+H/WajpGzoJaD67QpyrYgdqWaM0Hk1kPrM+ZHPeVY6ilzbFhqTV+sCF7Z0ErA/RmcW4W8TsXG/Kni8jUTObNz4xZPRzL3m+Nl4cXYroWwjRpIxz+TmvbjRbxbl/rRZsx7ijY7l0c+bI6jBs677MPzdsSh25H1J0B8Q35oOnhc+t9CRpcLTjOvYD+HiyDnpyrDiAVXmWNWVuY+xHZ9rg0bNmzYeKXitEhrNKo9/u9617vm9WBeCbjc/VpxG17xODSZ3Nk40GTG6eNUXno3OVPWRiglmSIyeyow4P4jcYea3+4EgUo2oGy8JfQec7zcq9dBlEhKfwYG9o0khLQ4qAnKvizIkJuWYYcf2wpS2u4hA8RWRLfAeCngbqA+Nm8xri+IwiDtbSD1eZHrnebY5cD9OF5Kqvkp6kmbq8I4TZRx37hXp4jIb7X/kTm+qgPXkOtgj2T1nGodpGthCVFtThkfsyg+cZo4gxMuXtWOfboden3uSWGfe2qog2WhLmvkaC6RUutzMJcWT1bnEUerlzc2muMWaivjbgOhn7FENo8aSAUfKyA1/2wjYUUjqz6H3LMTsFCxdda/nwnmg4DXG3gXrKS69Seqd5njFrcW8RvLPCdngwV+RPxbvVhrrETc07hWzfE28Lsna3eb44WujZhv6JZbTFRdlAmQopZhDkO3AMg74XCJ+ODYWuRDRkyr52Y1J2xg7SUacOIdrkMt3CaqNmzYsPHKxsslPfjFxmmR1m9+85sv/KNfcYw2psUpHnl2+l/V37tjVzeZcfpwOEHmxvJ6JSZKYA9XteP2MmkdoHYpVpVVVhnmnoleJxuAmvxMFbG9gwaICKu+VrJa8GnMiahnpI6ITLIE47BMT5njl/RyAY7oVKozTX83nygYiOxdEdHn1kb8/FAK55CpIrLpNHA+23Lf0fOpxcuuBIxjTqXcV5hQc25oxTG4HbgfO5O4bz+eOarm5AWOg5E87nt3AL1VrSnWzVImCz5EVLfNYJ/Wu7Yjibxmv4Go1BofMhMm/ZrkDSRevFR7xnAKjpBRB66H34P2ORwJ45YuIiIOA46MckXfn7NBoKF7qjnp8eOnP9PAPvnZFRGp1EBCa3WQyRczBZbVg9MNpJ97nTifIzM/lrOF1wP9gNHCTnP8uIDcX+1DHfANPh1hHy7g2pSrIIa7M+hh2xu/Qc1hojlRO2SOuSSiJro8okK+Lc4SmBBE761p7i8XsTAbNmzYsPHiwU4PPonzS83lFYAxOSoOcck10f+h/j7iGGwy40wAUrKpVS/EDVGQKacBIrErBWMoV9XiTQzuidnqQdQ1RJHFyaKef08Oxl2pDMOZI8KHXFrwiY36i2MfMsfcxzNHH0p1HW16VfT3zXGnC+JN++oQibKq0M4nuF5uWUg7DjjFelEIH9bFEYHlGavoXERE/iuJYnXuVevz4HqGRRu3XUQa2UFxIoO1MlLdpeY0i2AeI4Oa65VPhVId+wm6sFYqFvfecQeikX11pP3WaE3PR5ori2G5HXCEDCW517ROXebPNUrRzhZmPx4mZS8mjlD6qIjIRT5kuHAEcT2pB/e7NfGvevDMHp5BT9xLY0iNDTSwPg8Z2pl1tpkNE7k95nh56EZz3B37oPrd9uS/meO5RhDbAyCkFzkuM8dBF0grb8nqcT7qQBZMs/TcwcTcamrPFjZJtWHDhg0bVtiR1pOwSes8Y2Vjo7jEK2lLSl+yOjtp5TSzfFH/hgWXGNEA5uQsZV/5Kgy1Uh2391AaRCbgbF7flaNWNCwclDWwz4LotEhuV8J1aPyMeN06pZh/d30ckZILoiAvhRoJRo3A0BUR2dACYrTQT/0c6yDaj7r+RM25Kw9jnWse55JKKqJTY1kdbaSg44mXtOD63LwU19MfxP0cm0C06T+O6QbOEQPXg1NQ23y4n5e2atIaceN8Jku4bk9VUYt3JoJE5aombO0REKPpLLaXp7V6IoN7k6tqheAGkdOSIOLXIAdLpaqfnTOJpM/QPXU5uSfui9Wt7MXDZs8b1eeLKQu43Yv7vjeN81xVXsVTFLn9ehEE8pIwIvQnslhrYUNnDzCaCWOdCn3hV5nj1hrWO2dciJxZqmtNsPby9C4qlrHW7sojJTnuhoiaiMh0WWcg2LBhw4YNGzbOP9ikdZ4x7hgTp+GR5dKn/r7C+xpzHO15nTlmunNvXkfCmqXOMfnYNqlroKaKMCjjVFLlI566v9Y8JZBJQYq0bZ7xIgKQLfSrOXMxXE9FDFlRdl0M6aNBN4zRV3XqiHKmDGJ0/xilG6Zh9Abdmkxe54Ua8kQNxOhQBISa+0laEfYsMMd+F7a9PqqdCz0BpBtuH4EA1Yk89dCt43yGcprYHclCtKYRut4c16lv5cKKrrFzkhjUaB7E7Eji9NMvnZS+6XR41HfNrs/eBoSgUhW0mOF2JCIiI9lnzfG6EOoPl4axWFeVb1Fz7nE+YI7HUnPrP1quTNF4TlPOWzgsaT1lWjtRcla8ZREcDB6nXlOMdy/Bu2gsj7X61AycVMOTYTVnSfz15tigtxZHxVMlS3S3VjTHR5OoFT08z4JVXJs8ZiDVlsm1hzI9fG5kZojonsvzJ2Vlw4YNGzZszA/sSOtJ2KR1nrHWsVjcDq9cENeXNkpCo3myJ4eJGMbqzaMbDI7Odvj1flgQp0LG7ZE0olrTjRNz2g8T2BezVnQCtq0UqjifqA9flMuaPO1IkMpwFk/j7iLax/Q5dQSTa0JDdRSedjoQlZo2dqo5bRHUdzarq/U5dfRurADj/+kZGM7/PYM0xNUUuWYCLSLidODYhss4ngkHauceGN+h5vxmHVHlMJH1vhhqRVnx9FTg1Nhac+6jYJA663gDkSuXaDEarqescU/dLJiltffwZFYrt84FLOzkoyg/C+W8XFIx0w5N/P9mZIc5/noQadCHUnA2HM5oZeOIG8/IriTeCzF6rDiV/FARadQiIjlyVJ1JuxZWU3cKju144s7Zfn7moN6/TgeyEYpl1NTuK714ZQM2bNiwYcPGfMOuaT0Jm7TOM6arRXEZDdmX1C0jjlYmzfEFPpBTD4kalYyiNAOLvnT5Ecm6uFUbjctDiGKkqEfmCEX5RkbmVp/WEUV9WMgBAjiUfVL9jqNaZ4JjGRzzD4cQBVngx3hEdzSR/anZozVtgojK4fqw+i5bh3pn0MDv9ib/yxxb22ykKWW7zY8aTPZaHctpQl0gopco44dMVHuCuB/+khbaOWYgSt8tqNcLNaguOXaJmjNZxvWYqRC5PkfvqTWCtbLYB4fCRFFH4YcaWHt3Jb9kjl8d+7g5Djs14VoVQZQv2UC9baYMB4U1kh/xIirNvWpfLkSVMVjTjpSvLIUSb4sX930oD2fHczPa2+Anh02iDMfBM1k4oxY6kIbd40cauIjI8SoeQBepKRdLuAfWcoaWMN5T60iNuUjP2AmHrhWdS9YG1yuLiHQ68FyyYylej5njvEHZDzndko3r67nVz8IoeiTnq9NqznRmxwsepw0bNmzYsGFj/mCT1nnGmGNUnIZb9lc0Ybq1HWmerV4QGS+1BClPLFJzjpAIzpW+t5nj7RWoqe5IbFBzjmVBbAZJJThdOf0cyQnqSTl/Wqi/DCYvi4KfMsdlb3PGNWLACTDZgPhSlOpBOUopIrLIA0M81ACx4nYxVmXkbSVEDaOkcny4BCN2WVVHyFkUKUI9iPam4ZQg8eFfqjFuI3LbR86CTA338KnC99UcViM9k5rD+USxhjV9xKHrBfuiUGFtb0DMyk/pzTNV7bwZqqINSo3Ox+vSKayMCSIVseDypr97OWCpQzsoipRBkSiD4KeoldXe6nE1x6iCzA2WkeKdzO03x7vcUEluC6IFksjJ/tPPo1pD5Nflis76dxFdxvBMFOnsPgecNBHKGhER6fEgsyFKrZdqBohuydBreqHgGeFnyUuKaOkKHEvciscKbvVzrsSXbNiwYcOGjVOhcZbpwQ07PdjGbLjct0w8Dp+8pVfXtHYFENEYyCKC+FwSxtTNC3WU7w0LoRLK9ZAsSjSY1QZYdxDbGyohqsQ1h+cbOAV3NA9idpRSRu9PfVnNYVVbbtsxZuA6dUd1aws2giPU//B7M1/HsYTWqDlXOtGqKEXG7tIgIjILfDo9+CCJXlE3IHFRFIjrFGuWt0mVhK5YAbXFS3WrxnVqzp7St83xS0FUPXTde4I45nBZt175z8R/mOOID2TjsIBk7U99V2/bDafAojCibKUG0qqtyetMPrLFcXk5g9sriYj8dBDviRVROCi4Fc6hrG4TNJcWPJwxMVe14PIp6lM5OyRTJCcetYS6KfDras7l7Vg7ETeeq8kSnp0BS7A8Syrj9xYfMsfpHPa52gtnyXyoPnObHSbrL8dIvg0bNmzYOL9R/8V/ZzP/lQCbtM4z9hZmxGV4JD6h6ym7/LDUZkocKQFh2TmjycuFLSACC/1Ycld3IML02ISuh6zWMYfbiJxKYOilRpV6SP4k/QVzbBjNl2ez/pJMVK9w6TTCdqr/zVVwrUNVCCwlC7re9xEfRICWGpvM8WAORnRv0KfmBFy4v/8+8xNzHHfDkfHmCCLkQctppibxuyVhGPHtXqwBv1NHqPYk5CXFqIGawVQSTpkl7lb1u+soY2BQQCaP55s7VZhwtdeQ9tvuwHMQaNEtlUaKiLKHPCC92TIigzmroFgTte6XGhe6dQbGry/Ccx1zg9AezMCRYhiz11+fCg5yPEQCOjqd5v601Ce6Tqm+VjLIgk2sQt1ogPDVLK7jZ6awxtfGqTY7gHNeGtT//B7L4bj7Ry8yxyvicOwUq9hPKf5ONb9EToFjqXtxbERAOXtBRKQlsMwcp0sgx7nCuSGtL0Vvahs2bNiwYeOlhE1a5xlhCYhLvDJT0sbYzxOo/doS7jbHlEkp01UdURnMIY3O7YABlyHCNe3QbMWdd9B3k/JyQIWiNT2xa83xVAHCQ5z+eioMJR8yx66OK9R3TA6HciAoiVMI/fg9IEPjLqij7iqgbUhH+j1qTorkap1k7ObruFdMbH1OvVZ8lOIYJgGdsIuVkc+vonpfA+mfHQaIIUfOREScRKaenkK0fGei+f1lApYlUaJRQeqxo6HrYIOU6so1rbyteEhHgfl3VkJ7PoF5Xp7aQs2UsSYq1dQZbBfrltOGRX6ZtD2PU0UtudUQP0cMayq4ULJJcQrOoIMkLvZ0SfdS3eACwe72wGHip9BzmtrfGBZBNYfgGnaEN5rjFNWz54taGZnFwSJ+SnOnrJGws0vNSVexxs+2JtZNvamrVbxXzqRlkA0bNmzYOL/RaBjSaJyFENNZzD2fYJPWeUaryytuh1eu69TRgDdRxGm8iO+emYEBdcJxUM0ZKMCYSpfRHmSqAkNvV/a/1ZzdZJTPRxrcuUCACEapjshxiURe5oreONIArT1CD6dw3Z+to163lQxVqzHJdXkzgvGV0d8zxzFL7a3XiceqngER8Dhi5rhEh1a3vEySVaT3pkg1OUM1i/+d1D1X18ffbY53J74l5xorPcgsuKIDa3D7tDaiF4WIgFaa1xYyuLfq0cLDs/69WB5pOqcZ1sTfpj4b1MZoH5FWbgEU9iHSW7Gkxhaox3GDCKBV3Ot0MVjStaJPTsMpwE6ve9J4f9Tnua0Mp5yX55h+zlFYQ5yz/sba87nowHEfq+OeZvNwwGVLY2rOhghIq4tq0hMlrAEnyarvtaSfN0jRekv0NvzdByGpXaJVjlmAyuMAgWSiOlk6oOa4ndAbaPbO4bUmItJK5QpcC8wOhmFLf28bNmzYsPHKgp0efBI2aZ1nPFPbI466W/pSm9TfW70w2vYksHz2FmGA9Sd1S5JVLW81xwYZXXXlTdfErEppeKyEOd9G7HyiQml4ATfIT9C/xBxnCzq60gwsnmJNGW2psWozDM2hzENzPVQTdXoFFPUtUKnHZTq3kBMGaI7SFauWt8mAE+f6/jCigUEXdhRxr1Nzvj3WvPfuucBYCetr5wyM89cs0BfHSYI6R1KzExmft1t97g4gejVR3GeOs8W5rQmuPyyXQSz3JzR5iQVxfy6OfWjWbcUFxKHS0Oe204k60lNF708XJUOTe15vAXqDrzTwvOg46dzA6cEssCRyZgrhJWozw+MtsVvN8QILSZusYk3sTCM1/1Sp2w2qCU9RRLXDj/Pp9GO7r678vpqfEDgFjjcg+jWWRE/g9ohWUw55UVJQbYB4H575YdPjnAsaDU3ic7ReExUoZNfofW5HV23YsGHDxq8CbNI6z1jeWClu8UrGYmNNF2FY5Eg45FClueBJpo5avqEaDO8itW84lfBHo968hc75hIgHaaLdDdSKDXkpKjdH0so4OPP9F/7RGcIriICO5/XNHqM+p9kC0gr3Uw/ZZQYiOsW6Jj89DZCPdi+23e6nvrV1neLYX3l6zsd+NmjmCHFTn9bL27HWu3zaCJ8s4bpxVIwJ43L3VWpOTpDqyn1e5womTKcCp8Q+a4Ag+IlEeyhaVqrqCGizOuv5RpgyoTnSeniO/ZebgYnh2baxEtFRwzWRN5rjBUbMHKer+n5uKyJz5ExqjFu8uDheSg/mXAafw+IsIafRWGqrzIap9LPqs49aKlUsfZbPBlYRtfM5Td2GDRs2bJwb1M9SPfhs5p5PsEnrPCPsdIvb4ZaYR6d85ihD8D+mkb55KkOXFTxHZHZy2x27Wn3uERj/QxRvmasa6EuBVgFpbRHq8WmEZvv5eQEWueLUQxGRikHGNqVIXhH+bXPcSsb1tCXbslaDFT1S1D1gn0e2qklrjESeEjJ/UT4rmkXsWz04Tj6ywbwWqfr5GL6dKeE6sdDPEcu282W0F5qLCu58gFN6uZ4xP9uPX2SkjaT6fCJDIjz0L9FM/exI63zD58FxusnJM0y13Smn7n86l9p1rnsXEYl4WGEbz+JEgWrA6V+6nqB+pvblXnhNWaOZ58pBYcOGDRs2bDR+8d/ZzH8lwCat84y99ePibLillFjS9De1eYyAFixN71upd6WzgRRSJr0cLbOqjDoMCK5UKWJ4tnV5p0K8HjPHUQ/IXLSKVGFDNDF8qVPiJpyImoZqi9V3RVIj9VMNZK8X96ZIxPSxik4LX+HcYo7TFUT2vA5cm+GCvm+ZGqKJ3GqEayvPVTuOHwxgrWxu0wI+F8Rx33bN4PXjdiGV2yoC9KuOiqUvKa+dCtf1nkENO6dicx2w9Xk/k8grRwl3FKnOmtKqw8GVp73d0cw29XmPrDbHq+uojy/XcT7fT+4yx0HRZQPHMw+e9jHYsGHDhg0b5wonI61nLqZkR1ptnBLjda3emXDA6JuP1Lvn8Wrfr6nPPRRSGM4jolCLfdgcs7prv1D/RBGZaUDUI2bAoPUKiG5CdDSE6ztHyKBk9VCnQ0c32KANO/HdqhiOv6eKCGzeeIuaz6m/XIt3rtqW1CnSujCgo4ltRGIv9cF5wdH3HnBRWZBH6qSIyDMJrB0/KQsbRNSLNf3y6nDC+G8PQ5jGJ9hRoB5Uc7hX7HPlO8xxmOr1xtPb1ZxmkdYuqhm8bjEIj9vQv39yBuuIhbLWB3ANtlf/Q80523rskB/tgYoVtAd5uQiVeUmZWURkSQTrnYP80wm0eNl6iqrWcGCFOX6V5xZzHHLh2dtdO8pTfqn+dy4I+NCqZ53vdea4xwnSmKnp5/UBcgbVyGnGsDpfjlEdaq6E56BgYP6xxM/MsVXsqNl+bNiwYcOGDRvnD2zSOs/IyYw4xCVTdV2DOZmcvz6pbAxy71ERaysVjG8Id5rjxUGO1OiI8AOjaN/A7Si2V+/Ctry/ruZsboMRHV6AKGGeSjUTllLEXQkQkRwZrvUGInN0+LK4vlhvgESqpqu41usMpEuPOzS5PhPDuxkucSEN+7K25i6sPJHLJF2Dh8fwwVrTetjYYY5/OoTrybV4yaquo9uXut0cf2H1/zbHK0LYj9uhjzNdwdoZL6F35RBxgu2NS9ScJ4u4hpzKycJS+9K4hyw6JiJSontdqIHcLnYiQnbEv1jNOdvI65nUQ59POFZ4VH0ediEV3O9ExJ3rrK1wUi3uGs/15thFmRaDFThLkoZ2Zp0JKrRGj9dRE5o14FQ5mn9IzTkTAumkfs5LDRbxwjgXg6NwNPn4ae/Dhg0bNmzYeKlgpwefhE1a5xnZ8qgYhvNFTXGs1pB+aq2dDVEvz00tMEh9TpCH5SEQRqehl3LYhajhYxOoKW0rvdkcr4jqnpjcN/anE6gPuyIKtd6QSx8n10B6qAdtq3f2R8vVqqNN0RSiRYYX0RUPifvUip3yYsFHZCFX1eeWocxKrmXeGMOHpUEQ0K1Tmmw8OA6F3OEQhKk6amiblDV0deVnV4KorgqDqLJg0/Zpfd/SdN/uyWK9uslxMFLfpebw2gsSuUyWsb72JHA9pkvaW8E9aJMNbCtNNbo+Sm8WEfG4sY7OpKaVU2BLZcx/MVPe5xNrfTepzwsCuIYeyhKvUiSdWzKJiHRSX0+Obk7X4aFYSIrBw3X9vJ0JONOixbXYHOcbqGmtn4GwlhWs0B33YY3Tq0D8RUR3eT2JnLs6aRs2bNiwYeNMYAsxnYRNWucZmeKQak/zYoDTi2MevRK7vIja1Sj/fWkIBGF/GsbtfwzoNOYtLfiOa8KCbljHpZre5zT3Q2zAoL4rAyK0ilSBRUTGGklzfEsnjMgFPhCJmTK2FbUEkd6MYLP0BnBuY0WQ7gfGY2rOlAN9OXMCw3mmiFTIdt9qNccgWaEq9ZScJhGhUl0f3JsX4f50L8D15fLh8VHUt44UtRHdl3+VOQ7VQDZqlIa92t+m5vT68V2eCOCdwxhPljXR5VYfAQPH09YgoR+3rqfMFBCBq9dxr0bK2NYNHSAIyyitXETkOVKdWunH76hMU7IVXee4LHCROR52QNW3P6FrgZuhVkPGwMuFqDK6jRb1+YIoLla7l1KxSbV5pKhb1syUsQ6ClAYccuJ5maTf7B7X87n/MbeVYseF26HvtdMB5wcTVTetifo83A8mrQ+U0H/5DUFkKbw6sNEc3yk63ZzPx4YNGzZs2LBxfsImrfOM7sil4jDcMpR6TP19PvukcuQoWdYEeaIIovfGbqTncQH3NtJuejT1j2r+7irSXhd41pvjK/0gEsmyJq1jRRCRIw20Xkll+s1xKKiN4IIBQ9PjAGm7shc1bS1LiWxYAjIjR0Cy7hpERPXhMZD2VE2TtI4G9esUkL4uL2oeexxapCVZxbntbiBNsy8Gonpdhyb+LgeJLB1EXS6n4/qdluauBO71eJj+zimef9bxMTUn5gGJTpaxn5kyLtzjpR+oOWXq6cuOEK4BzRcH1RyuGTYoLZOFqSaLMXPss3QXSdbwHHRRbWFvBOtzQWWRmrNtBoS4tYHrWWtCpKzweyHo1R6COFnCkjZ8virCWn1gTEAvacUzHvVjrTqn9Tp+VSeuYYWi76kSiGUqAQdJqK6f14NJ1JBzTWzcu9gctzf0ffM1QE4jDZDjAhHVVEBf82QeK74zfJHMBqv4HPfEzRbggDrc2GCOu33Y/+rGRjV/2od9slK0DRs2bNiwcT6gLqo72xnNfyXAJq3zjN76SnEZXnFaUmiHs6hpPdt0tPYAiOXaiI5UrI7COPUQMdoxHTPH00XMYREjKzga+WjxgDm+xLVK/c5Jgj4cOWEilHbMqDk1Ij+H0yDB3zmImtqHH4YRvjCgo5ntPhjeh1LY1rP1neZ4IPOw3idFZNbH322OrwigRtDavqacw6N+YR31spzt3J/TAkfOPNIitydw3CcyuB+PVXaYY0M0s2OnBAtYRb0gBQ2LmvJ4EfdxII9r81TtPnM819rOuf6O13FHDeJNIzncj2ONUT3HAdJ6PI9IfDELAu1zaKGcfAMkJVuESrKP0lkdligfqybnS+PmOOLGcc5nf80XE0N1Ldy2IUqtZCjt/yAR1b89qP+JuroDxJ1T1o+l+f0xt6hnqYL3wgCRzEFD/3PSGgZp3GRAJIp7+rJStojIojgEm7pJVI7r249bmmDvcKMuf4sb+zxUnjTHlQKePd6/iEjAAwcWk1ZWVmdlZRs2bNiwYeNcotE4+d/ZzH8lwCat84yF7rC4HV7pMzapvz8VRkSDI2lngmoDEchK3VJPWQZ5GSsicnIsB0ONo19Wtd2YB8QoLIiA5ii97wfpb6k5nAaYyR+W2XA8rdtKsHLrN1IgVh91/5E5fnU3bdciCrw7AQP7uToINbd+6Ytcp+Zc5oJBG/XiIpzIgkgNGppkXRdaSp9wPAdSuAfFmlYPzpMo0QIqDfQT03176FJzPJrXBvG9DURuq3UQ98nsHnP8SENHoepUZs89ZNOFcxM5ClCrpA4SB6sXutTv7sr8qzleGUKt5hrjQnPss5CKCkWuG36c50GD7ntRCwd1hDeaYxcdW7fA4XJR5DI151DjuDk+UXjSHDOR4Sh0xRLJL5XH5MXAEqdOH69Ty5gEpcNzT98pQ4uQbZ0AARsXUlA28ByxKni21vxcmqmfW1OvEzl03M2Esd59FHV9Q2e7mrMphvXeHYADrljDmtif1v2bg2NYO+kKjuFNHVh7XM+zc0a/TEIGjuGS2P80x1V6ph4t/KeaM5d+stZ2Yu0RiJpNZXbg2OqWRs1zACsgNxqYfybbsmHDhg0bNl4OsEnrPOP7018SEUN+Lf4J9ffFDRi7R8+yRYtTMH9XUhtGW6fAkq5oh7G/kGoed0w3jxo4aNutdRL+cSDadSYpdD1hTRCs0cXnwVGgExQI689aoit1ELiBDFKxV4RfY44vcq9Qc5ZHsc8qXYLHciCqYzUtoLUjjagW91lt9YIgXN6mU33Dbnw+nMXvDqfw9wLVnX438Q01/+rAu8yxz4lHNBzHufWXk2rOoAHxpmwFkcVKVUe4XyzUuF8o1TyP1pPqd31h1Ov21hH17KT0zSmLeNNuA213rnJhHV3r2miOt4oWDjqex5roCRJZaIDcttbDas6NYRDaBK2do144bDileWcDa1BE5Fj5Z/JioGZxkR7JgYS3qFRwrKmFosngQyWk95YqSWy7BmLoosj1qdpyuSxCWc/D2kLI6cA9zVE5AJNWhyX1+aFJnNtNXVhTcS/I2NqojpAHSPDpWcpsYOcc10znappc30yEmoXtuAwi33izmnPUBzXksdRWOV3EqD/tBY5rzbFXdOYLC66NGXCqTBYPmmNuH2bDhg0bNl55aIghdTlzvRxrdt7LFTZpnWfEQxeIYTilakkna3PDGFsUQ8uJuYrJMCIGIggtXv3dmigMrWdnYLX909DfmONXhT8szTBehCFe9CJlM5E//bYhHA2IS7f6Lm/AWD6eecgcP9NYaI4rBsjL7pRuV9OsRpiFk/rCmhgzUf3vGUTpSgLDcMrSlzQfQ8Q8XUEKKovZFC3R7mNJGM4HkiCq35/+vDn+3R6o/f5et74fzyYRaT0mh8zx+toF5tja3mQo+ZC8lHBSVClKkrarGlow6jtTiFi1UhumkRJSOXclv63mBHyoY32MgtqDk6hjjQXX8BTxu5EqO1HCvU7nYOyPeneoOfsNXF+unS04QLiyDazbDvqNiMgYtaKaz9rIX0pZp3XspT6+3SRitjamXww/O/7Czy8TVW6rJSLioNTfM0kf556pfX5se1QHq4U7eN0zhuctWdLZDAx2kuwo95vjN8SRNtwbwEXb1KJTyY+kcN3uycH5U6Re20Oph9Sci2MfMsfuOEgz11ZbU4onUk/JbDgcJWXnss70YEJqpyvbsGHDxq8m7PTgk7BJ6zxjpeNKcRle6fJro7FIrv42EiyZq5gMI9GAOE63X6vy9pAYS9AJr32tgbTbrw5+tum22Ug6Ww8+91xMyaT+kh6gzUH0XA0L6kOHBOfZqCMd91SYrCElcU+iT33H/WA9VAN5NPtA0+3tyiKVu5+M7asMpLaeyOl7XaJcxEcrT5jj5S1vMsfdFBi0RpucFIV+WxykOU489UhaR2T6HTiecgOEfiT5iJwLcKR1LA8S8EBZO2VuIofJceOEOT5VD925rElrKmaHByR2tLR71jlW4aV++jzoDFp/LiK6LvpcgZW7RUSWBWfvvbs7y/1x5/a8NEPVkvpsGLP/U+Gg0oBTpabOVEB099fhdIsU9HV2033klkg7ij8xx6WKfpesjeL9MV6DU2Jfkh1lOM4xSzr+UA2R9CPJHzc9B8YzyW+88I/miLlGam2iasOGDRs2fpVhk9Z5RrfrZE3r5lb99zhxjM1FGG0/HQF5ygR1nVSzXq/LG5vN8UBeRxMnitjeIRI4urugRYnONY4lmqdOdkZ/1xw7KKrEQlCNObZGThdBPPaGDqjv6g5EPTml2JrWyIgGFpvj5Q6kET5Y+hGObeYWNadENYfFOoj7ernYHLdQqyKnhbS2uRFV6qAAU4Ciaj7LpHe1IG32wSmkBI/IuSGtXFPL9YN/3vt69btUBcftnkIk7Gy7GltJa7yOCK/TA+K/jyKtp8JLQU6bwdpfbSAP70WSrudjE0ibfTD7z2e1z1OlB6tjOwVR5XY4Xsq62JGDI+iC0M1qTpXEoPZnf4q/0zPKQmUiIqsdcCbdGEEZRpGy9rknMde9iogcqODdaFAK1VzfOTZs2LBhw8aLCVs9+CRs0jrPGKglxFn3yLEhvUQ2BZAKuTuPSMGFIUqfzL5azZmJg+SEqP4uT3VOj0zoWzjgRERjcQ1R2NG0bsFzPiFP6Zf8ZI1kt532tlgM58jM3KImp0K2hO1NBZG6d7UHUdPjop0NU4J7MJNBlM8Zu9EcZ6owjiuWt8lUBVGyMvVpdRNP7dAZjr+0jXONLi8O6LouHKjHoQ/MT2R7fRzRrwdLqCdNz5FYMio1HVmsOBFVrxlzU8U9X1Go6ms4WYKjaryA7x7I/H/meD5bbJ0pFvghkLS2gf7HvihUuMcr2jmwjZxBzZxJVhGkUBzXg10XM6SSvqeGetA8OcNERJa5rzDH2w0SknsZ9vS1YcOGDRuvPNQbv+zAPt35rwTYpHWe4W/4xCVeaXNpVrEmBmP9NQti5jhHSrPFmhaGqRfw3aYo5uxKUc9FS5uKjcZac3zQgajj+ZxaVhFEaxoGrpujSUriuQQbyEdKIMGLoh81xxst9X9HiriPo43HzfF0HZGw0QIIW9rS95bv6dIQxj4igINTuqb19iRSDKvGuVcQ9TgorZOif5timjzlqyAYdw/jfEoV3eu2GdwuCGMtjaA23N3QKdoFARlK1bSy8MsNnNYuIuIkIbcoCQcFvBC2mmvd6YsJFozj7IOnK4j+r5JL1Jxq7ezSmrn8d6aC52Bf6nYclyX1mzsRWxWQbdiwYcOGjZcaDZGzyv15hXBWm7TONy5tCYvX4ZM39WgjvDMEI3o4DVKzIwkD6v1LdR1ZlFJIp0sw/peFMf/xcW1kceRib/p2eTnATfVmVWrXclngt8zxjsrdak6z1jrnCiw8ZK05bC/j/nDNX8RAIStpFUnEo1N9lzaQStntx5qI+2DQl+pRNefvhtCf9mz7ADM8bt1uJexDamaK6kuPF5AG/fqFWNOdAb2mpwvIdw664aCYa7sYVkMeKqD3sbXWdW387ebY7dDKwi83+J36NU26Q0pt+3wgqoxjadSKp4KIpHMq98PJf1BzmtXOngrjRcpMqMOZ46HWSTdGP2aOOSItcn5EpW3YsGHDhg0bp4ZNWucZiVJdPI66/M1eHWm9tA1EhGOeT0yUaKwVMm9eiM9dPvyuhVqq+F2aMPU6qC1LGOl5k+ln5HxFoA6Swy1Fgi4YnVnHVWrOcy8BaeVWH11e3Juw1kSSiBuPVZxUbYsNCOjMkBpqxZK3oVrGFHQEEXM00a3NUajqdGElwNP0mWsLr+uImeOYG0SVSaqIyEQJ58Pn6TiDNlBMVK3Rs4KARFfqFonalxlGq2n1eWGZWlGRlDA7GObTcXGm6IugvdElTigzeyhFfCJ2uZpzX/ZfzPGpas0Z/D7dQKnCcfIMDeYx3tm4QBjn87vRhg0bNmzYsNODT8ImrfOMSl3EEJFFIc1kWICGNXTWUGuKXQnt8X90EsR3URDRogEqA8tUtIHvpTRNTiM8n7HYEzPHl7XD6GRjNDfWKYznXuRjmg1sRLPir9ci/xuk4tNGAQ6GFUEQ8t4gfsP9aEVE0pTWOFLkdGn8ZqykH936S0DMOHXaoOSTfWkcc8yt09IDLnzu9ONez7VHaDNYhZOOJ+6c9XcRivgVSlqF9lz1tD1dlE+R7t0ZwPN+dQn9fe9PfflFPaa5YLyI9jHbyHeRo/vbZizlKVKrWR6GOeCe5JfMsddAf+wrOhB15dZAfQ4Ic4mITIpNWm3YsGHDxvkLu+XNSdikdZ7hdxnicRjy6k5taLZSpHSyCKK6M4nxc41H1ZxYCe1wqnUYp2MFROy4VkxEZISM99wZGP8vBZpV2zK59zh1RJmjfNyeg4kl1z+KzC8p8RCD7Avqe9Duw7GWZ3A/XNbeNr+A9c9uSmts9yD/s9bAD+8f0ZHVqyK3meMnsv9mjr1uROWKJd0DsllE0+OGOFjVQgabpVLyOayPNifQ948jIro/jW0zUXU4dJZChFRoS1XUc1tb1jRDT+xac+xzgBwffYlTzOeKE3Xtonl28F/N8W+1/4k55hZXvdRKS0QkV0XkNehCRDZfnTbHFbq3mRz6A4ucmZJur/cic7y8gfZTxw04O3YnvnXa27WCo/TZOt6Ne5P4581NC3TC6D/rfdqwYcOGDRs2zi1s0jrPmCrUxO2oysOTOq3T40Co4VgGRKRax9hl6Dl35r5njv1uELBk/qg5viTwdjVnqRe/8zZeZ44flrMz0DuiaKmyxXGt+s5J6ifHGiBGLLDE/VNFRFKFAXO8rbrLHI8PLzfHvT4QHBZVERG5yofzrhLtHXIepzm6xi+RRZrlmQiucC1e3EutWwxt0HPN4acWvdMcL/SD3DrVHP0YHsyB9E2WY+Y44MR5ronptNsnEiCAF4URcRuUPea4y79Bzelo9JhjriU+UEK/4EXhK9WcfB3Kq9wDtljD9ZguI8JlWMjOwgDOYccM5iyOo89spjqu5rS5sSbSbqyvuZLWagNrp60OsaIiqdiKiNQEJH40+bicL1hhbFGf/3Al2sR0+XA9R4u47sMTOoLZ7kR0cWMcWRtcjv3MFEjrrphW7h5KPmSOuS2Ml8SfSmWdkhxpxMxxyEOOmFKbNANHwj2U8p2m94U1Es/OlxUhzOmhbIZR8qNM5nWDJX63dTpWmuOigajv0aSO3Ddon+HACnPMZP9URJ/T2efaXonfP63hjbP+ZjqzS322haVs2LBh4+WP87nlzeLFi+XEiRPqb5///Oflj//4j83Pu3btko985COybds2aW9vl9///d+XP/qjPzrtfdmkdZ7hdjjE43BIu+YUkkQAQO4uoP8gt0Q5FTI05gji5khc/a6TglSBLNJRH03PrWaQDbiQo90cp2uIjvgsUc/DNYjoOKjpxFoH+nBWjD41xxGGQXlRG45tQxQXyjBwnM8mdM1izN2gMR5HnxPqyY9MaJL2tTlcayfV1IqIdJJxyCTtWBrGYMPyGL26E8b/2k4Y2IEQzi2XgYNi+uhCNX+xD8cwRMZ2sYpry1FKEZEhB9rE/EYELTyeTSLaNeIYVHMKguNc7cIx3NQK0ns8o43eh8poneT3gvSO5nEPunwgKJwWLyLykwkQm01BrK9FpCKbLOvX6z159PXk3sUBUm3maLuIJjZjKSgrt8VB5m7wakJeJm/DQBQkr0TpuXsLd5njGkX1Tu7zxakjvSCoMwbWRPBcBJ1wNtRIQfld3V1qzmMk2DaUw5x1cayp6xbgpZUaWafmZ4NwJGSKIJCcIm4lUgkH7sETFTiT3E6Q5otiH1Rz1nhw3Fz7mqY6/n3142pOuoH3D9ftRKg6ouLDti7zvVXNvyACHQDui3wsg3V4pGFpn0W5Vi4HnAU3x/+XOQ44dQ/tg/QOnRE4XEbScBAsjFym5vD7lJ05PgfeEdkK/m6TVBs2bNh45eF8r2n9zGc+Ix/60IfMz2ESjE2n0/Ka17xGbrzxRvn6178uu3fvlg984AMSi8Xkd37nd05rPzZpnWfsqQ6K0/BIKLNY/T3owoqJunrN8YzMjbQyOM11oqhTU0MkAlSpw+i6MnKrOS4YSC09Wn1Czb/QIMEjWuR5Y7E5viCul81r/EjVHS3CyFpKabPVhjbgnpjE73oD+N3mbhhgXh8MsEt6NVEulmCR/vtB7H9xkI1JNUXe2vpJc+ykdMGL23BsYZd+srPUT3W65VpzXCCC844+3fexuw0R3fEZPLi3H8J93xAFYSxaRJUGipifKMOKZiO4w6u9Im9qh6DN5W1Jc/zbHhCc8ZyOvu2l2tOh/Oypy9Y6iLH0U+bY6YAjIVHCvSrWcW9qlvn7y1CUvZYUfleEsVanS3qt5KpvNMd512tnPc68odOWD1aRap/I7jXHh3OIInsbN6s5yyht9rIYnEHcRuUC33vN8c+LOho7U8Q94XZNuWK/OT6T1lMly0XMk/NiXQvW3qXL4dpyuvWcdxZwTctUD53K4Zh3TOGc1wRjav6S6pvxgfxHZXrHWNPfHRSRHSrByfJE/jvmeEPwTWpO1Itz255G6vIVcUpzT+kWUxEP1vU0rcNGA+uw24/jvKRFtxZLlnCtfjAFx84lfjyv/2vxn6o5/Nqdog8Plh82x6NTen0EKc19ue8ac7wuDAeJz6KezJkrZSfW+HAS+zmT1G0bNmzYsGFjvhAOh6Wrq2vW77797W9LuVyWf/u3fxOPxyMXXHCB7NixQ7785S/bpPWlxnp3r3gcXmn1agOuUJ0/wyJGirQ1i/vkAIV0r+iE0baG+rx+fxyRid9uJ2NUREZzMO4eq0CgZDOlF7Z69T6nyzA0f0qRtFVepAEuCWsiYlB6bJlIGxOEQBsM0HJaM9CByRiOmfiKj4jdsYxOKWbRK46oHKcwttXw3hzH9XBQeh5fdr9bRzcKRVz3ZAlRGE7FPJHHsTw8po/TTY8lp14PVEFQChaS9r4wopZ8PEdTiMj8V78W5nqqCjJ3obHaHIfcuIaluiZZq6IgGTnB8dSI3ebpchS0T0WWe+EU4Us9Q2uIHQUiIkEXrkeM6hfHy3C+DMkBNYeJKoNb6wz696jvRqu4J2ODIOetofXmuEapxklL3We9/uL0x01X9PpyUM2zk3r3jo6jXvd7J9rVnLUUnS1QKneOCPB0GX9/qKjTTI8l0XJqdfTXzXGFotDZqo40LxRkPaz2wiHwBtcHzPFl7XpNXhxHxPz9lFI8Qy2/NsR0j+JJcnI8PYl1+NwMrs3mVpznooBFrZvWW2sdUe3vp/7bHPd5LlVzWPG86MCxTedQhmFtF8Vq17upvnw3OzIspLUrggyE6fzcUo9t2LBhw8YrC/PVpzWd1t0IvF6veL2zd6k4Hfz1X/+1fPazn5VFixbJO97xDvnoRz8qrl/Yblu3bpWrr75aPB78233TTTfJF77wBUkkEhKPx5tt9pfwsiKtf/3Xfy2f/OQn5Q/+4A/k7/7u70REpFgsysc//nG5/fbbpVQqyU033SRf+9rXpLMTarMDAwNy2223yYMPPiihUEje+973yuc//3nzgoqIPPTQQ/Kxj31M9u7dK729vfKpT31K3ve+9532MZZrdWk06jJd0iSLW1MkKyes004LTur9ee0CTQaXBEBa8zUYqsMFGId/tgKGWdit0yp3pZC6VxzbbI5/fREMO2uLlkNpfFeiKO5dlEp5bfUmNYdJzgN0rf7tBPY/6QQpWlJHXaOISEpQb3YFtSxNUzrqm3q1QRygVEo2dA9lEAWaduio6VQRNXsdlHrdRs/4tkmdvpms4HyensJ5xmlOrYHfrIrqF8azCdzDKap3CwgO4LXt2iAOuvAimszjd88mwM7vKvxEzXGT4NE+WlP+IgxyT0Mf20D5aXPMUcMR32Jz7EvAWdFMfEpE5PHppDleH46Z42JNE+XdVdQmb3YvM8cbYlgr3pQmFbXYC9enTqSemvXvVrzULVE6fHodX9SGtNtwCKRxbCxkju+e1ASy3sB64awPjhgez+DvGw0QThGRcBRrfEqQHpwlJwC/l0RE9pTuMMdLXYhQH62DsG2u66jpw5NYexdTRkerF+d5QVQ7B07kMOdgCnOeKQyb474SoqaWtsoq1f6B1FdkNqQsol2chtsVRZbDytCrMUd07+HBBKL8TR0cltINLkmwYcOGDRu/mpiv9ODe3l719z//8z+XT3/602e+YRH5H//jf8jmzZulpaVFnnjiCfnkJz8po6Oj8uUvn+xiMDY2JkuWLFFznudoY2Njr0zSum3bNvnnf/5n2bBB1yl+9KMflTvuuEO+973vSTQald/7vd+TN7/5zfL44ycN1VqtJjfffLN0dXXJE088IaOjo/Ke97xH3G63/NVf/ZWIiBw/flxuvvlmufXWW+Xb3/62/PznP5ff/u3flgULFshNN930S8dyKhiGIYZhyFBOGyV3Z/6POZ5r/8FmqJ0iopOpgoy1UGroxjakFCeod+btJ4jxici1HSBMFWoZ8RQy9SRd1k/OwQK+PELpccUy9jkZ0n1WY04QpkcrSFF+Wwy9HZ0OpATem4ShLCIyXkfUYSwNY31NA71pizWtQjtRABl6vAxF1kQNNXKJlI7QlSiFdXVtMW0bRKLHr4lZkojzplaM/3sYhPhVrXhIrSm0o07UuzkbeER7STiJI2ciIrkqfncki/t7JAVWUqho9eRMDQ6GdQEY3qxCe6ih6wcrVTgLvG6cQ4PK/Jl0PlfThI8N97YInCIncrjX+dq0msM12EcpErajkjLHMw1dr1uqaW/iyxkxS9bG3kTMHE+NwUGwJ4nfvbZdp8BunYRzyufAOyLmwbpJl7FWHq3eq+ZPpbfPemys9GxVlm4JI0I9XEE6g9vAe4VrnEVE1voQIc5VOUsB44ylJJ8yiqWNalffF8fzkqngIXt8Qh/nzsYLE8NT1YpyzfSYbG36u/MJLKblcmmD4Xxt/WTDhg0bNs4Og4ODEokgA69ZlPWP//iP5Qtf+MIpt7V//35ZvXq1fOxjHzP/tmHDBvF4PPLhD39YPv/5z89LFJfxsiCt2WxW3vnOd8o3vvEN+cu//Evz76lUSv71X/9VvvOd78j1118vIiLf/OY3Zc2aNfLkk0/Kli1b5N5775V9+/bJ/fffL52dnbJx40b57Gc/K5/4xCfk05/+tHg8Hvn6178uS5Yskb/9278VEZE1a9bIY489Jl/5yldOm7SG3IZ4HA7xO3UK2yX1d5jjramvnemlEBGR5W4QwLGCDhvwpysWoj60XIGh+tQ0Fmzekr75H8ep1hRcUPozILMnLBGEjAMkg1PgGA+n/mHWv4uIvDr2cXM8WQThOVYEKdmZ+nc1h40uTpUbkPvMcdj5STWHBaQKDRDIZqmkIiLJBsRTMjWIFV0cpPYiAd1+pota3mxPgkAudINIxCh4FrHUH95QQfr3z0nptJ9adYwU1vAUlfJ5PIfxf07jutdOQeTOpK8nix0t8CJltCeItV/NblZzBgWktRkRssJL4jyDAfT+LNL5zHVbL0fkLCTtt3b+izm+/UIIGb1xIR7mXSntsNlef8gcTybhSGBFWha2YuVeEZGQH3WjXhfeH+xAY5Gsk5/hWNrtx/vjrZHfMMdLwpqQ54gb/jgBcTFWH7cKyb09egu+o3fBN0YQoZ+qY5ws6kwXFpP6VQG/M22SasOGDRvnNxpiSEOaZ67NZb6ISCQSUaS1GT7+8Y+/YLbp0qVLZ/37ZZddJtVqVfr7+2XVqlXS1dUl4+O6K8Tzn5vVwTbDy4K0fuQjH5Gbb75ZbrzxRkVan332WalUKnLjjTeaf1u9erUsWrRItm7dKlu2bJGtW7fK+vXrVbrwTTfdJLfddpvs3btXNm3aJFu3blXbeP43f/iHf3jax+p3GeJ1GL8kntIw5k9wukNi5viyVk2Yts2AJNUbsy/wGapdO5DJqO863DB270zBaFwhCO1PN7TRx+0wzgRjBqIt4SqIIQu5OC1GdLM2EUvirzfHfqsSE8Ep7qbfMTg9rxACOb+s+hZznKzobWXIQfDEBIx6Ph9ufxNw6bVxhCKdWzxoATJZhOFvEfVVQldDWVKUPUcRx1Yvjpn4vFQsQuvc0iSdOyhzAdehDpXHTvHL2cGK0A2qSX2xalDnGy2WSOvDW9BGKeTB8/ssCSlZBJgl04SYcYp3uw/3pqOxWP2u5MZ7JiN4DoayTzY97s7Ixea4y0ArGR+pAtcs7yjOhhgtQ6SuWIUDqzeoFXadTf4d9zWQPs69XHuCl6jf5f2zt3GyYcOGDRs2zgc05OzSg093ant7u7S3t7/wD2fBjh07xOFwSEfHybKkyy+/XP70T/9UKpWKuN0n/y2+7777ZNWqVaeVGizyMiCtt99+u2zfvl22bdv2S9+NjY2Jx+ORWCym/t7Z2SljY2Pmb5iwPv/989+d6jfpdFoKhYL4/TpqISJSKpWkVILR+3xxc9h9krSG3dqS6sjrNNyzwZSAiLRZVGT/8DKkltZIZOWZftRmDuWwfB9K/Z2az1Gt6wNofUIBGSnVsnK2cFD927EilF69XtSEjRggNXPtZTiQRkuW7zp19C3sg8qwtZ/hXFCqgiD0Z0AMewL6MSqRsNQJQf3eRV60/XEamM9qsCI6lXFFBN+tj+NeD1guBxMbFm86V2AHAdf7Xt0RUL9rT4Ls7/LA+bEn8e2z2j+TYREtnONpUP/SBiK1nNZ5PiNkUbQu1rDeJtNYEz8nPr8sotcAp3U3Q3/iHnM8YGhHTCgAj2qxDJJn7ZnKYEJ8fQypunFKQuG2MiIi9xVxT6yR2+eR8Gqn2T+PoWa5OwTBuAUN1D/HHHj2u2p4F4qITDsQaRwRm7TasGHDho3zC+dry5utW7fKU089Jdddd52Ew2HZunWrfPSjH5V3vetdJiF9xzveIX/xF38hH/zgB+UTn/iE7NmzR/7+7/9evvKV2TUkToXzmrQODg7KH/zBH8h9990nPp/vhSecQ3z+85+Xv/iLv/ilv++cKYrbaMg9mX9Wf3c65u/4j9RQA3rP2K+r7751HFGltTGsUubQnmahCdFRrbsrf2eO57v/H0e5NnreYI691KZid0Grs84FHFm0RhlLZxClY+SpP6Uzhr9XLFEtFrepCVIZWXzqWA6P3rGMfpv4Xbg/y0O47qxp5HVoAa4kZUz+vPzQbIf/oqJI6tgNip4tCuj8cz/3rpwGid9PkfS5OigY1ZquUywaIGnjdUQZ5yq+dD5hTCdTyKEMnGgcUQ3SQ37fhE75PN2IuzUFd65RccYm48pZ/34kTQq/JV2LzDXPzWBNBb8p9j/N8eY4nCQsODVVQs30PWl9LvsT333BfZ4KnDpdoX7BZ/u+sWHDhg0bNs5neL1euf322+XTn/60lEolWbJkiXz0ox9Vda7RaFTuvfde+chHPiIXXXSRtLW1yZ/92Z+ddrsbkfOctD777LMyMTEhmzejLq5Wq8kjjzwi//RP/yT33HOPlMtlSSaTKto6Pj5u5kl3dXXJ008/rbZrzaVulm8diURmjbKKiHzyk59UNyWdTktvb69c1OoTn9Mnm1v/UP1+1wxI2s8ounkmKYqXOFFna1iC/ptbYMV2+mB4JsvcRkUTnmZ4MRvVs0hLhxPFs25iZp0O/GbgPDAAXa6YOT5WoGh3LqZ+V6DLxi1BGO3UNqjNUqfOisMVitrGPNhwX0AzZT/13uwTXLdRmV05d64wLDUUzVptdAXwu/Wk7jpV1q+YvgDWZMCJ736aRSQsX9LPYr2GCDfvn+9HtaZVsA/P/NAcL43DKRKk9PHjiTtnOZPzDz7L49oXoJRzah2VquBd9a3pn73ox/VCmKCWSGsaOLaIh9aU5fHgNjHlihZpaoaYG6HbQUqNXxBE9D9IjqC5lgacCrz22nwrzHGmirVrk1YbNmzYsDEfmK+WN/ONzZs3y5NPNi8Teh4bNmyQRx999AV/90I4r0nrDTfcILt371Z/e//73y+rV6+WT3ziE9Lb2ytut1t+/vOfy1vecjLt8ODBgzIwMCCXX35SDfXyyy+Xz33uczIxMWHmV993330SiURk7dq15m/uvFMbsPfdd5+5jdnQrLdRuS5iiIjXYmhWGpROGr3aHI/ncH5zNXJKRCavaddRqWVtMBTTeUR37xyGyujDGa3E+1IgW4RxN+FAVCxQxzXlvqjnA2KUIhkl1dRnEin1u+eqSLOsVHF/JvxIV8xUMd9lCXxPl1C7upRamrQFEE3cTwqyIiIJarPT6Zi/VPQN8feoz6E6xKQeT/2TOebo8p407uGNXUk13+8GaX1gFGuyzQvDf5P/LWrOJF3DvAFy6ibycaSuHVNXhCBQ5HHg2uxuNO+jOVeSdK5hVZeeIUfAJI0PJOHIaCaIdi6xzIXrq4gqYX2xR30+4UFEdK73I1PBmuI+zZx2n6Msh4GyVrTmljVFUnZvlp4sohXgOa2aa+/nWodvw4YNGzZsnArna3rwucZ5TVrD4bCsW7dO/S0YDEpra6v59w9+8IPysY99TFpaWiQSicjv//7vy+WXXy5btmwREZHXvOY1snbtWnn3u98tf/M3fyNjY2PyqU99Sj7ykY+YpPPWW2+Vf/qnf5I/+qM/kg984APywAMPyHe/+12544475HTxs+RhcRpueVNc19hd0oa0taFp1I22BmG0Dfk0QW/WH3LYiZquseJq9V16FIbiAPVmHaVA1M6EVuJ9KeByglCzQBGPDZlbRPhcoVhJmuO8AUP5opgmiUtKUEf9zxkovU4LyO2OaRC7iEeT882tiBy1+jHHS5FW6wvomSmwxh/PnFqm/HQwWj+gPgccMXO8Jv42c/zfaaSsf7kNQjchDwi4OmLKRwABAABJREFUiEiqiPPen8K9LtThbNna0N64NgecBd0N1J4fcxw1x6WyFhQrOXA9qtSChx0hbpeut3W7FpvjYnnSHHNtJrd1CQdAtEVEnAZep6ciPKeLvCXhYYaEvthZMFbSKdIvNRJV3PvHSJCsSuJcLtFrnwWXmoGFtUREWr14Xi5swfaibuxnrEhOnbzuQdtBquCLAtj2kAvifM8Uf6jmFEpDMhsCXmQMVCwk1eeBqAWvKR67XZroNkvLjgWhHl4jJ6Z1nxW6njZptmHDhg0bL2ec16R1LvjKV74iDodD3vKWt0ipVJKbbrpJvvY1tJRxOp3ys5/9TG677Ta5/PLLJRgMynvf+175zGc+Y/5myZIlcscdd8hHP/pR+fu//3vp6emRf/mXfzntdjciIhtdy8Tj8EqrJQg7mgfLeFv7YnMcoUy1u4dbhXGXgLRy3ZSL6j7//ZiuPVsXRwSPuI8ctzY3nAM4ElWro7BuPhRpuT407gd56AvhoNtLEFUpREFqRJqL6FwZ/T1zvMIfU99lK7Dw7y3+wByzYXiqdFg39ZZNU81ksqwNzRKRpE2BW8xxXJAGPV2GEX9H/i41/1YPIo2srup0YLsRt64VHSq/OAZpta7TbmsOnMPR7APm+IsrbzPH61tA+Dh9VURkZxKR2tE81uREZoc5tvb79Maxz1IDz4ivgb9n8ofVnCfkx+a41Ytnh6Niv9n+J2pOjJwHe7JJc7yrgjntXu2MYiSrcCZxD1puC3Oq9krN0DiFh5TrnMOWNlsvNfYKxPPYWbC6gWuzx9LXlNO8reT0eVxDUXQRka4Atr0viYt1aRsuTpD+pbvef4GavybKqt5Yk/35mDmuj9yi5tR9eBYXUAugVi92ZI0u35vqN8erHOSsrOHdljW082VPE9J6gesGHAs5AQ44Hla/Y0LcjLQ6LKJb1npmGzZs2LDx0qLxi/+dzfxXAl52pPWhhx5Sn30+n3z1q1+Vr371q03n9PX1/VL6rxXXXnutPPfcc2d9fJe1i/idhmyKNyd2D07AyGEV2BFjUv2uJ3atOea2Mgs8bzLHWzp0za2XAhf7UzBY7i3cPuuxcG2WiMjlwXeb404XSEG5jm3tEW14H0ucXf3ciiiM7RVhPFiTJZzM45PNZbG7Y0i3LlGR3I+zOjqyznm9OQ65EbHzREA6FzsuUnPc5CAoU33qRUHMZ6NXRCRfQySsJY/oyiLitlHqzboxp9Nh+eXy8BhI2pIgtWuxtApZG4yZ48dfOFg1Z6TyWqk15yRC6sB9cxM5PZrC+s5UdbScSfiSMK7t+zzo1Zsua0LeX4NCbYj2OWo0jywWKFI6SUa43wuycFf+v9Wca6u3mOPlfkTPr2h5O/aZw3MwU9ZR5BxFhAu0VvaUtVPidDGQ04WfyyPwiHHEfaCOc+aeqyIiLT4cG5OUgcR98mJhWeNCc8zvEiZpifxxNSfsQ9TTR++m0SRqs7dX71ZzEskt5viqEO5v2IV1xLXUlboWxRsvYk1OlbC+oh5c3HcvivEUyVYxZ5SW4eNJ3IODaZ0xcKETyuiP1OHwWWRswLjRrebUKJvheB7K6EflWXNcIiciK5yLiET9EDubqqBVERNTD0WARUTqdURuz9eUeRs2bNj4VYKdHnwSLzvSer7j0yd+JIbhlD+rvU39vdMLAypGhCVJPVOXGroVw9UhGJ5G5FXmeFsKxke2GlJzCsRlDhVgHDarcWtYvOqcnnuwjhS4zjoMm6Dj9PoqvRASJRIeImJXrOFY3hjWZHLMCYP4R6lvmOOLQ6hPuyz+ZjWnQAq300UYh2UXrM5e0dFuVvxN12HQtpB3YFFAkwquUV1LwaL/7AeBewNs819qjzRFarEXxhDRdTqoVdG4jkIdyr0wU+WUQhERF0WOuQUQC3BZo+rRAIxgj4MFtHBsS6KYY61K3k69RDmdtpuiZTVLaPFAHoqyz5VRC+33wHFgTdX1UD3hIhci9r46ztkvOh1isg6D/+7p75vjqB/PIadfzmcK8KlwTHQN+hU1nCuLNK31ouzA1/g1NWdXefZo8auiv2+Oq4J31KE60r1FRKYpEj5XVCiFnonqgKDtELfVEhFZ4Oc+0/j7vhjKRF7TqtuTBUglmJWJj+eod3EB4ymL+FOiBEfEQXqOWpzIABmuazXm7an/a475eTmVN/shmT3KPiFQtJ6r8NlYk7671qipg56xZhHUYpNt2bBhw4YNG+cTbNI6z/jdrjeL1+GTqsWt0RPgKBn+fmEMhuL2gCag3MaEjdOpYswcRy1CmAkK/ow7XlhwyZoyNu0AIc5TDeYuQfuZeu3008esxpSfIircgsdJEbudM2Bvr12oUx+PpGEo3hh8vzkOuXGhtqen1ZxRqoG8OYQ+niuJ/w3rbFiJ0W7r1O+zQMFAv1Mr+ZbqIGD9Ocx5Wx+uW18Q191nEWw5lsFjmatyuiHmd/j0Pvc1NMl4HhytX9bYoL5LO0DSumIgtAcyqOW2OjWSuSPmuDWENEuO/BYqzdVZOdKapU37iXhYI62bPDeb40cL/2iOF/lwD6P1FjVn0AAxylPKZcWBB2TGouycqSOqFCBBoOnMTnP8UqROvi6qCfnmGKXq0/V8bBzr7oOLdZ2114E66wwJFO2juuLH0yAvS5yoSxYRmZYd5pjLBpwU+bbWeXYYOIalEfxuSf4qcxxya7dGhx+fYxTpvNIN0a4fDOiHlEsini1yC51ec7QhjvO0qnVvm4Fj6IQDNdxjlM7f11ii5vBzNZmH84KvwZmk3Z5tCpfXowl9tnDsrLZnw4YNGzZeepyv6sHnGjZpnWdsaSlI0FWXLeu0AefrBZmqTsIof24HoiPvu+KImsOaHIVJGHO7jmPOX1qc9z1UHxoVnfY1G3xenY52gQuRtAUBHPN0ESRpf0mnjCWcqLvqCG80x3EDRmN7XSu1BgwYsdd3goAuCsIgdRiof9xCqsgiIptiMAh7KRV7JgsD9lM7tBPgvT0wxINO3IMDRBLbffrRXhsGsSlR+5mJEvZ/KKvTDd+xDimPN28kkak4flcbBmn1PK4J6I4kCNPPRnA+qyOYn6zoiAyLdnFEdbNxmTm+eoEm/i4iFXupFjBeR4p4wNAW/rAxao7Ha7jvEyUczx6qWy3UNCnpz+F3fXR7uKdmpa6N/VAJXoUbOv7MHE8WMWcop1N1kw2st2R92ByXyUlzJtHDlwLWSHyLF2syXcE9/V9r8ff9ab32feRY8VBt9MY4nvFWehc8Nmklhu80x9E6ouVPpL9ujtfG367mHBGklvdQdHiyDNL95kV6TV7RCwX1UGz2dlGvXayft0cH8T6cKCA9+DUL8IwXaR0+Oa3X5LgDZL29gaj6Wg+2mxathlXlPtM+RLUdPmw74ZhSc7ICJ5rXwP2ZKsMheCY1zwzOnhDRGQjWuu9mYLJt17fasGHDxksPOz34JGzSOs/YlTrZp3Xrwzo6whG7o1R2tAz2vfz9D7XB8fbFMC6XhhENKFMkb2VYz3kqCwNsynjhSKs1NeyJKlLVNqUvNsdBF4zbnKFTUV8X+Yg5ztZBHkoNTSQYfurRGXbBINx0BQjxJcsoT7ZmiWbugQH49HYY24eJtP7Ocm1ojlMa8u4UzofTUccsZZLDeZC255I47zd044a+d32/muOLYL9P30Epm1RjFyLRn2RJG+7cw/UC2laYxJeSKU0mP9T9KXO8JDy7AI21dQoTXz/9blUQZPZEXl+QIglQcQRyOv46c9zrx3atL8pHp+F8eFsPyM/KEO51t6Ux6SOTuD4lCsIuoKU/mBWFHPUI5XrIc4WgfzGO5Szbz0wX9UXck8JL46YlIOTxRbiGq6Z1fXxgIanV0mNRoOjsvhOI0jkMS9ZHGTWxnL3d5/0jc5yr6gi508A64Gfs9QvhjZsu63P7z4NwdHEdaoieHWs996ootcwiRegnprBuhnKY73bod0lRMH+oDF2DoxU8FIal/VahgvU1UnpEZkOcMhFERPwuOKPGsthPLLBM5gsuh36XWI97LuBobbGMfx9Y1MmGDRs2bNg417BJ6zzD6zj537qIjhIczoJkXNFGLQooetcd1Lejn4IdbESmqOVFoqQNxQv9qIudKMJIGpSfy1wwlIBAyLgbLXguCCFF83e7V6o5K6iXaIAKOst1GJCJsj63vWkYV0eyMIZKP0ekY88P8JuVYU1AK1RjuzOJ6zGax7buLz2m5tzovdYcDxRBQIMUTQy5mj8Sa8Igc90+XPfhCZ2KuecQIoNRIprZHAzIBtWubZvRJO3hNKL010QQOeoJ4Nic2m6XdZT+uIoI4PJ40hxzyxwRkUwB582taFJlXPcnpnXqcmUSaZIXxD9mjnclmTVirZ7Ku3eCpiTKWCvWObzGn6I6bU73LjU0a+WI6vIWCJfVqV/y2QqInQrz2Sc17tU3+/XLkQIbaoNjaOwwrvujozqzobgLa2+6PLtTYV8S1+bRik43X1xHm5hRJ5xhK+t4F7gdmiAlq3gvxOpYu0+MYx3ma3pNXtoOT8TOJNahw7LeGe2Ugj9D51agTQ+XsD7GnNpR11MHaXT58BwcntFCbqcLa9Q00eR3E6mpJt+cPoIunV1TrJ++0nuzdj42bNiwYeOlQaNx6k4Cc5n/SoBNWl8k9IZ0rehKIg/DGRiXBzMw1g+lijxFfNTLlKNXLPTDKbwiIp0UfXKT1z1ShvhKs95/IiJOFwhYaxDR4rd3gjytiejoW54UYv/zKM7nEmo50enVxmmc6tWOZvG7xUH8/YZOGFzFml6qO5PYz4ksjO1WL4kdOa9Tc/oparghgvPMVLDPe4oPqjlTWdSrvbPtd80xOxvyVX1sFYoE7UrhHlTp7xfFca+vbteOh0od15rLO1m0i8VnREReuxAR6o5OhPJPDCGa+eCIJjLPzlAqIxHDqzrw94BT7yfigFF/QEAaJ+tYU9NptDTJUEqkiMhaB8gP9xht4dY4FoLCdY+XeeGIqVP7m3zVcpyUUpun/dybO3uF8HONdq+OcGVzuAdFSlO/bwhRfX6mRETuS4KIfKAb9eScll1r4NlpJJFWLiIyUwE5Hs5BuXbChRrQmEcrFvcJekizk+XCVjwvK3RAV2bKONe/HkbWB6fTXuHRfVbXRes0pprlMq5ND2UPbJ/WOw1TSm+AMiuOUpqsyxW3zEF2R6aIa1uuzB8BPROUG/rdHHZiTSSodv5UPVudc/ydDRs2bNg4N6j/4r+zmf9KgE1a5xmD+ZOR1p8MaWGYvxuDuM2f9CBqeZxShadEe8XHyICapigsq+p2B9QUafFgaY4WYIxFPSBCnV4Yfd6G3oBBeq9vakFU7dIWGC9+lyag/WRE9xdwQg8MI9Lw9tgVak6a0gI5jfAYbet3D8M4vq1Dzz+UwvxtVSjfvsEPpVhrOuxTFUTW9mcQkXYbuAbTOV33tS6MKB23/WExm1a/djbcSDW2h6awDp5NwKPws2GQ2Ru79PXktNfHJ2CEPpPFtb21r42nSISiq+UC1soxcpCMFHQkjAP7A6SKlKr4aKymyN3Zb5rjN0Q+YI5nqO/k6iDSV7Nl/F1EZKyE8+kJ4l6z76XfYieP5/X1eR45EgQLOnUdrJfSz5mQ1+XlV6PHtdQiIs9M4N7353CeC/2zO29ERBYZcFhQZrrKBCBhZUmU9fzJJNY+102yA8zqDLsgBoVvP3nadMq6PrfBPA4uKCCK+2e+a46zMV1Tv7mIVlbHsiRcRirt7HwZKeu2MAuo32+Jcqf7YmhRs6ahU31HDZDTCqUBV0jc6+DM9+VcI5k/qj5nHEgfZwLKdassKiUiUmkgxeelSK23YcOGDRsadk3rSdikdZ5hGCf/a/PqFfKJhaSAOgbDebCOSNT+ku6ZOGogbe3HxyFQcpHzJnN8S68mnZ1ebPvSFhiecQ9I34ksjs26kPNUl5YgYrkrhf1ULC6b45SZmTVgGN3gRfuZkGWllYh470thTl8IXv6PLsAxPzauycaPZv7WHDudIEn/UgCBrda0mEy1ipTgdKN5tJkxRe1GpsuI7LV6SKzEMmeYhIieS8LAZ4fCm9bivhcq+uIcyMBYb/OC2B2pwCBdFAirOYkM9jOQxncDeZDjKc2t5V8mQEBXB2Cg3zWOexB3WNZXaL053lHfY47f0Yboak8A5zmU1+RnN/WK3DGNc6tS7sqDpZ+qOT1ubJvFbKbpeoREq6a2ZiEoVqXevYPprfJyg9ehH9INrUg0vYwcHvvIQcLiYiIiD5Z+ZI4PD8Gx4xWsm02k6F2w1KcmSYE56lk463g8u0vNmST18WsD2I+HzmdPSh/nwRQipanGmMwGdjKJ6LQnJqr3jOCdwecfcevWYo9OPTTrfrgmddit025rJMyUEhxnodosCfjcYK6RXp8X12C6qB11HouauQ0bNmzYsHE+wCat84xcpSEVR0OOWdLznpqBAXfMgQjkYLJ5rWmzurijcRjkbmOz+s5LKqHdFBEdKeJWV4ipWvPcr+4iwSUKcD03jR9a1UzjHnxe4kRE50BxiuZoo69AYVCPMXsPRSbH41Vds8iqlvUqeihWaDwfGEzg/oTiIK39eaRblyd0b9chimh+bxKk93d7IDKTo7YwxaomduxICHJqbAMR8mxVRx+5JnWSUkbvGkFkc2tFk0GuXXuuBALLURh2CIiILI5cg+NuIKLspUiWx9HcpbfCgbTKvjC19uH2NzV9PXcnvtV0e88jLdoJwVWLLEZjCK61tW9tpoioVL0Gkuaga+B0IApdruiIH8NLyrOl8uzka67w6AC5EhKqURSW7/u3ZjQ55yjoQUpnXR6FgNb+PJ6dpEX5dqyKd5aTUsT7HCDAWe+4mrPQARLN9csHMnBSvaZLp+puasU5nJhAecKIQOxok+WdN0nK1RfG8Fz89nKsw6sy6Jv9ycNom3QqcE1qokmPVSv42Qn4dLq0343r0e2C8ydJq5XfN6cCb7vDj3UclS71u7yBZ/Ro8k5zzMS0bEkBXujeaI5TDija10kx2YYNGzZsnEOcZU3rK6XnjU1a5xnJUl3cjpo4DX1p3XSp52qYNEMntWVYFdbRxPYASMogpYa+ZQlaldx2PSxIw1I/mB5FZO5ZaiWxYxrHn7aEWjMUKZyqYv9PptAOY5XvT9WcuBeWeNgNQ+8I5aOO1WBwbS/8QF5qjFVguG6bhJrqq7p0amqUoj0LqfXKlyhd+sPVdebYZbkHB0gQx+/CdeoLg3BNWuzHYzmIP/3TKOo2jyVPX2yomUNApLk4TXwhouoc7edUdhEtyLU/iZO4K/1Vc9xozJ4OfDrgVh9dPlzrhTU4fPr8FpEpqqc+WAYB63EgHXe8DufTzoK+tuwEiPgoLZrG3JpormBSJiKydyZO3+F6HspgrQwkdNYGY0EYrZ9eQ8Q9RM6ofUntrNif/a7MhinZ3nQ/d5PC7vv8v22Or2rHtu8Y05HJdurzlTA0CX4elbp+/3CpgUH/MrdRa6BecgxdF/qgmp8i9eAoiYgNGRC8OpDU7x9eo20RkOiFTpDRpYaO6LKCcqKO9/aJ6tPm2Ko4nC3ivd0VhoNgWR37cZDjYp88qeanS+SIIdK50n21OV4S0E6io5XJWefYsGHDho2XBnZN60nYpHWecbw2Kc66R7bm+tXfvc7Q7BPOAO4GRelqOkpnkKDNhSTOE4wh7e7YAaqznNICIz0BGClcb3a8AvLSZkTUnJ/kfmyOXZROuiaO6EbQpcNFORI/GiqDnKYcMGJ9lAZ4qqjWuULYjSjhha0g990+nbqcrVpCY7/ALVGQp24fjN6cpZcpCw/d0AUCG3ThHm5P6JY3HBVPVtEfM+QHuc4Wjs16XPMBJqfF+uznL6LrGZeG6RzSWMf1+tmLv8S9i83xclKHjXtx33qD+tmJkTiYLwnC0RPE+VSo33B45jfV/IkAopPtdRCBZ2v3mGOXK6bmVKvJZqdgwlqbzWCBo8wcy3VLdWrxQiFudpBM1HTd55lgRfAGc2yQdyxJJHOBW78Xt9f34diymoA9j3syX1Of6ym8s5aEP2mOu6nWvNOHZ6ePUpVFRKIevGci5H+aKCKbYrXxP9WcCrV/CTixjvI1PK8ep34O0iRmdWVrzBxf3sB7MlHSN3vIhXOIu3U7m+exo4LnOl0YVt/li7O3PRszMCdS1s6bkgP7dDrxrq+RE9GGDRs2bNg417BJ6zxjc7BLPA6fpMu6xu47E381b/uYciAC4Xb0qu+eplTV31iJmr9aAUbjP+wHaS1bilojbhh0SVLyXEGqrdYUhSWNS2c9zrLASPNbV1oVxzPoQOoip/7tNaBMej70CBxMQlk4Gdlijrcn9MndmYRB6BWkk3YUqI6MlIcqFjGaBkWLom6wUSc5JLr9+noMUu3oRc7XmOP7Mn8rZwOPWysOVygKw8fZRvW6vQFEkdbEda/eRAHX46kZTrslMhm5Sc1Z29hgjosU4XowjTRPa3Q2Ueo3x3flEXVc0fLr5nhwSotEpR0wypc5cK++M/P/zLGP1LWv9vyams9KyX4Dz1GVehfPhaRaEbNwlXaKIHL/0mdnNBlrhqk0BM4eoVZS5SKcBZm8rnPktFeOxJ8KPhJ5y1F2xgTVyz5X13WwxxN3ygvhVIq2h4hXeRwgxMuDuGav79bHfziLC8xpzM9lcD83hXU0kn1wrFx9NA/nWmdFi/H1U9/sZ6bwjrjEAZXzCUmqOeNELheWkT2wp3SvOT6VM8rtwjFUqd42V8VzPOjWxHa4gOi5TVRt2LBh46WH3fLmJGzSOs9o8RridRjiNHQUx+GAQVmvF6zTTguX+9AbceOS4+q7a68iw7UKo3HiIRiKCwKwuL46/hM1/xrPa81xTxCGKvFXeSara/Re1woxljClxh4khV+reBP3nny9gACeyOLaLGogSojKqvmHQT1WOqNb1Hd1SqpIFRDB5BhKu08UtvihurwjDwcDk7xpUmctWkJpTGEXhWFFt8VIsCqtCcozkzCquT/ufUk5bfi8iChf5Xu7+q5CAjQDXO9Gv4l4QdLa23XELl7E/Z2hfrDdoYvMcS/1/hQRmTCS5jjjhOG9IfZOc3yspPuKbnRjHXe3/4Y5ZqVpr+i0bo6ObhekWFeonjrkRcr89gZasojonpgDefQINqR55JlhUEkBk/Ck5v0yXUKEOk9R+hGKmhqW8gTeXqNJccs1XhB6h6U37CNlvCeSuf0yFxyvbTPHl3veaI65NOCZuYaH5wiu/w27sCrHqd43Y8mEeGAMa3KXoBY4VUJ6cK/7nWoO6wI8XoMzy0POilHRxL9Kqba5MsjtncUvmmMmmSIi9QbmDDewppql7fq92hFTq1PUlBwuDlofQwWdsj6fPYZt2LBhw8bZw04PPgmbtM4zirWGNBoNKVuISHcEfQ+Hkg+d1T4oe1R29+uI7jPPIdVrVRiGzRNTYFbcDSNTZMkakR9mvmCOYyUI/3CkxWExiO+dxgGxqmaAIi3Tjkk1p0GP0DVBpOG9uhtG3wSp3e5uXKzmp8iwcjmxn6AHkcFMSZ9bkT5z7djFLhCc1WGtTJqjKMpdBozTHsqoWxXSBmSvnwjpEI7nwhZcpy6q+xzI6+vZRoShpydpjt0RSqmeivIU2Z3CPp+e1qJVpwsXiQ2dcGqnSGsd6+0aL6Li3As1SaSq24caUBERw8B5Zyqkbi0gymtD+txqDXyuN7D/NDWxzfl0704npc03yMXoNnBu96e+rOaweFKFVI45sjiVbl7Dyc9ISxg1h9UaSFHe8uxw2nuzWt6/H/uR+vxbxVtoDv4+Wqco+BzrgpN5ROmyIbBjl4Voc5ubueJ1fiimL6THKlXB+vYb+l53x1BryQTQQQ6GPCmui4iMpUA0YyQKFyBROu6rPJzX55YQOFa4xQvfz5/Jt9UcfgfOZ9r9mQjJcV/VtsAq9R2ngk+k4GQ5VW01p7CfSWaADRs2bNiw8WLAJq3zDL/zZKS1qAOt0imoqxuSh85qH9zX9MlpXY/U5oWhNkOiN11+WLc/H4FxWqlqlVCDCEu+TIY7pTjWLQbxdGMv/W5uUWQHKZDeEv+EOfaRMmq6jPNc5EDPRxGR8SBS/1oNiOusdyPS4AroaNFzFDl5TQxiVlzHNm0JYOSqOJ5r3VDO3TWD65mp6PrSTh++Wx6FgczpvW5S2A26tIODa4mrZZpfAUljBVkRkYNJau+R/ns5G7BDobe2WH0XojTegQIiv2/04Rqs6gN5Mpz63IZGEUnaOoX1ucwBwhi0KFPNUJ0fp2W2Uc75lSRsJSLy72OfM8dva0OdY1cN5Nja9OhsVX7nSm5PF78WfJP6vD7GwkOAYUChe3dpsZrDBIyVY6MuPC8H6iA1nForIpLOzl4beSpsp5ZExSlkH7Ai9rX+1WrOggCcD6xCzdHm8YJe+0kniO4OeoDTFazVJXQ6lha24m9g7fJ7iaOZzWpDzwdwuvTZivyJ2ETVhg0bNs43NBoN5YA/k/mvBNikdZ6xKFAXv7MmvRbCNJqHQfmsddJpgk22X+/TAkXdfYhsVYswDrcdhrH+jwbS1qy1om1hRCCvcEFIhcVG+stJNWdrSgujzAVBatnAAjidJFAUaMU+DQPHfxL4PJ7HnBVEEr2WrMw94zBiWcDmuo4s/d2qjEwRHorePUVqyle16Rq7DlJwzpYx/1gWZGGaHAqTJX2gHT4cw7ajFIHsgBPB49R9NJeEsZ/GzNklgrgplX3Q2a++Y/Vgjsh8sPa7+M0JqO3+8U7NEP7Xapw310yviuH4ObotolVX3UTTdmeQKjzl1IRzS+xWczxcQSRtxtFc0IsjVqeqm5wLOOW8WTruXPFYebf6vKGGGl83OUKylIN/c/C3mm7P48B6q9OxTZZB0iZEO7NyPjgipufYC3SVsdgcr4ji/k4WcZx+i4NiAa19dvIESNRoxqKm/FQN7XDeQOJPx9JgurU6nv3pkna6+Qx896rwh83xvgZSzrm1j4jIiTrSx11EdJ0UET7bjJozgcfdpj5XiIDOhyq3DRs2bNg496g3dDvEM5n/SoBNWucZ1YZItWGIxe6Wo3W0LuDUwZmMNkjnAk49rlqUWqdHYXg/OoRUyhlKxaydQkilh1o2dPg4JRi/aa/qdhhnAhdF7PYncT4rQhivjoJMtnp1NHOkgPmHnFjGayIwzHyWaORftyAVsTMAArg3gb+nKppkraNjiHlgBF8Yw3XvCet03CFqNXQij8j1lZ0w9rNUz3nXSEzNT1CEeWUviJnXi3M7bFF9/mlmD37XpEco16qKiIS9VkfASTgpKrdOdLrh2hZExZ+lyFw71bEubEFt5/du1mstnQQhvjKP4xyjVPDpor5vl7XjerBS85UV3LeDGV0LOJgFqXfR4h2idXP5gk+pORzhHSVHyJ05pIZyxM16PbsDSJcOCI4tSwSwP3GPnC4+3LlBfb6mI4ljduN6bIrj2u5J6QyMx8bxXN1InVjYebNtBjm8F7l0j9F/mcJ7KuhfjLEH75hWRx9PkQdLUBXfOh0zx3+88EZzfH2XToddtoYcMz1Yh9RqV4r9ek194hjeWUepjdLOFJ69Pzv2DXN8YUBHrtf64FDMkpOqs461v8mvyzCu8aC/LSt3H6EetMPGYzylKWnsjYNor25sVN9lBNt7KvUvs26LFcJX+JANIqJr8vdn7zLHnJbOUXgRkUhguTmu0X6s4lw2bNiwYcPGuYRNWucZj443xO2oy/KIvrRdDRhGHaTu+jjV/BWpN6RIc7GNYg2GyPdOtKvvuE9hilLqdiRBrEaLO5oef1sDxj8LNjGO5c7eY88N7X9jEQn3+MBeODLJLStERArUYuWSFhwPK9dOFi0KSYT7RiG6850RELsNFuP0qSkQUK4lvqId92Ayr+tgW+kcNi7BtsPE/xpEzAqP6rXyreM474kcxq3koGiIjjZd66P+jjT+xshfmuMN/jfyFLksjHpbD3H14ySOs6O+h6fIWAFCRj43iBmnNFeoJ2ZmUt+DqQKIFdc2lihwHPHodXecfAJjBTgvOFV4x4zuV3xFB/bDV8pNLZmO5nQ0NW1gRzUDa6pa09t+HizQJCKSrqFmOlFHLXAiu1fOBj6H9oBxNgBH8nclsVY2xPS5rQ7jKmyn35EGkayPYbtfGURqr4jIJlK4DVBa9gxdm8eTX1dzro/8vjne0obnaHUYOz2c1g6wBx/C+2eATmEZObNmynrtr43g3ZChtdfjx6L63LIPmeNHxvS75P+O/aXMBiZzexKaKDdzDJ0JclUQyGGXbllTpB6yHL33ksMkQuJLJ6q6VjXkwnHWqJXUgtiVtF3tqBtNPmqOzzZLwIYNGzZsnD0av/jvbOa/EmCT1nnGiqhTvA6XtHr1EvnwchgGY0UYQ+HRd5jjbf5tas50AZ7tAokIcRrfNT5Lj09SzGRxngdSX5nT8ftJYITT89Jksz2c+9acttUegXhSl3ON+q4qOIdlUUTmVrwFhubFJFwkOU3gr6H+hdVjSXM8+Ryu7V17tMjLKmrvEXPjOr2jG4ZdwFKDeTgDQ/GCaJ3GSDldd5kWmfJcjO1JDeS4egARtwb1qTUsr5NVUezziSn0SYy4YPi3ebXj4LpOXLfdKVwDjopVDG2ss4Izqz6nKHW5f0zXyDVIzfRaH/qUPpcEOZ0ogfgfzepXDD8XV7bBIO9rSZrjTEFH1e8bgWNmKI/5rGi9KqqFgpj3TtHS2Z5HxkPdEol/LvFNOR1Y24E0q2M9VbsYq8rv8+BI2khBP+P9WayDm66EovXmS+hHQX0NpYB7f3Ue67U2ASIz9CjmTJfQXkVEOzUi9I5xUc/m2xy6l+lIEed2JIP79t0B7Id74IqI9Aawji9pwX4emWj+T1U3k2iqAec2TFF63g3NeVUqecpA5JcJ44nkfWrO2RJVBmfbzEjzzBuO7PcFr8CxNPAuGsk8oubw9hTRprVrJa02UbVhw4aN8wt2evBJ2KR1nrH4FzWtXZbI4GufQluD7130x+a4yw+DtiO7WM0pehCF5bTEbAORikpDG+tZaucwXSRi1KSdhhWVBoxGTgn2Ux7h+qCO2B0sQVU34AHB2CDw5q+L6HRFChZLrUE1cvxkRWmOTzerrO1ERGLXA4jOnKDI5OKgrvvMU3Q2VcF12j6N36Ur+tq8dREJ2BDJCXhAPlxt+tjqA0jpTT+H3w2PxcxxLIh7OFnSBIOJM6fDcsr5jqSesz9JaXwVbPsaL9q9tLj1cY7k6zQGsztMrWzcLk3849TOZ1sd931DBemS6yK4nuujlhTtoyBMG6Ixc1ws6RRFRo+fFYepRpiIULKs71tPAL+jckq1VsPeBTxF2iJI7y1VQQTONi3SoFR4qWnSOpc6Q4eFZF2zGoJinpUgsPVhvC923xlRc3o6k+a4SinwXopGTmapRRala4vo6PtSUi7jlOrt0/rc1sRIYZc8DJe049lbF9ER4VwVc/7xMK5NH/U1Hivod+u1nfhuAb1396ZJBZuC4g5LlkJUcA07Sc3YR3X8416dcdBMmInron+5tzQ+N8uiORVY/fxg6fu0T9xrw9BOAD4GVjxudyPtw9nQZsCM7MR8m8DasGHDxksOm7SehE1a5xkHMoZ4HQ5ZH9dW3/At78OYUhnXRCM01kb0/hQ86w85UWcUIqKatKTK+chpniJDfq4iHIcdMNBbk1Bk9ZFx6rb2t/RBAfRS10ZzHCeZTmudYoxCYT8dhHjIzm/gOLv9IF8TFmKXrS42x7kqjq1OBmla29AySlmeezMw8IediFatttRwPjJB2yNbudMH49TzgCbHg2nc0/vH8bveAK7BWouxztiXolTbOq51u7c2289FRGSsDKv88lYY3gtJNdppIT+TJGjjNHB9YxVExdeGdM/U0XoSx1lG9IlTF3emQNKsmeTcBumuUYw7EhhXLbY+pxF/aeCfzPGvxyCaw84fEU38OZX6ti702xzO6etZoB3PGFgsh2N4LkeSiGRxJoGIyHQWUS0mJWcr6nRBRC9kH6Wm1ybpGdmOa5As6+dlZgDR7+eSuNbdvtnfCxGPXixxL/6pmCD13u8n/90c/1rkPWrOkRSO+6I2HNsC2udYUR/nYB7vDK5O+I/pfzPHH+r4oJpTrWN7YTfG/LwM0Xb5WEREBnM4t04/djpKTh0rSQ2wkJxvsTnua+CdGTe0o27YQBrw8fKT5jhXHDLHp1orrGzMfb/XhOFEDNV1uvW4A8fdn0Q9dSWAf59qhh1ptWHDhg0b5z9s0jrPCDhPEscTWV3n+NwMiIyXatT6AjDsHpvSkbBNlB63PIJ0vSGya0KWO8jRuGdqLyzytDT+BvV5dQOkLVnBsQXJG//2bl1HO1bEZ25Py1EYp6U+lgnUNJHBFWFswOeC0bnQoVvp7EwiOnIPtfDJ13HMbosxlm6AiOwu322Ouc/iGImaiIh4q7hvi50XmeMHJhaa480VbQRf2o3a5CWU9jqVwZroJIGneE5Hyx+dRErxo+O4BispZDhmafux2A9jtYPKSDkVcsKiUvzMFAzXGxfAIGZyPVrU5/bAKASgniki4ldmNx45Ee5KwCEgIrLKDUcMHycTjIG8vm+PTSNyvTCMHNittafN8RWly9ScHCk9k6aSeCls+ZoFmpgdzuL5K5OzoCt7lTkeiaL10qOpf1TzP0DCTsMFXNt7kl8yx5yuLSJSLFOqbhPC4nPqe733WTxvM+TMiVD0v1TT93o3RR0X0zuHt/3UNH6zfVo/b80Il9eFdbe7qvuVXupdLrPhhwPUp9Wlj/M5InDN0rWt6tKchrw0jPPZQmrbqyI4tx8P6eyBy9swx+PAtWGH0bs6/nTWYxHRDj0W/Vqpg93iEBDdoxkeY608Xdfp+K0uvI8yddyDsAP16NkGzrPm0A6OxXX8u+GI0zNRxzO1rK7bifnicOzsSej+tDZs2LBh49zjZE3rWbS8mb9DeUlhk9Z5xrUdOQm6qrJx/aj6u4PscN+m2KxzX703qT4XxmHQPXKo1xxvisEKP5LVQjd1EsS50IDXv9+BqBhHgToaEPEQEbmGyAvXfSYpndaq+NmzAAZQ1aK++zxqVW2cbidl47tHsc8iGdvDeZC53SlN6B+ZQPrmc7V7zfHZit4wgRURqmoT6YnDuLuuAwR489IRYdTpHA4MaYL/PKJtMFRDUZ0qeEUK1u5UmB9R3I/FQf0KumYByE/fFSA/zk4Q5UZKR/+rkzBwJw9p4vw8jpPqq4jIduoL/FcrkebObYuC1I4naFGhfWAcV/QTh/6POf7Cyo+Z43ZLPfgyP0jGRd5LzfFoniJpZV1fmhzFc7G5BdeA2+eMFPWafHUnjm1BCNewQc9UoYL7kSrjmEVEBikyd4AcFE9XIYzlclhqbymd1EcthHyUplq0ENAFcaz9FTGk1qemse0njy5Uc342gsyCN3Rj22HqEcwOp34DDgkRkVADcy513WyOAw4Qu+OinwPuh8rOtWUkUnd7YqcwkjW939mwq6AF65aEUau5m5xZV3biueqJ4/w7pzSbXEv16ftSIOHronjPXtWmI9LH83gfPUPVDXfnIWKUS+pa9+u8iIiujWH+r/Xi/fdbzteqOeyuGC0gA+LBcTgVxgzsZ2GjQxgBF671dD1mjhc30Dc86NSOqVFBdDYcAOm11YNt2LBh46WBnR58EjZpnWd0hbISdpfFf4FODTO6Y+a4MU0qpQMwmNw9moB61sCYecMmCH+MPwYjeiCv224kSIjkWINEZ5rUUJUM/fdJ4jUZIqDvWAIvfyyi1VR3HYfReJCMdTdFlDu9OgIwRWI/JPSqHize//GMTuXcbyDKlitpI/ZcgI9zclKn5I2QUM5T07geFxA5zczg3rLarnXbxTruNdflrYvpN1DvehJW8VBPzPuwz0f7NZFhpVVuD5QjksS1vyIi0yVEte8fwz29jNRhuW2RtR6z14/r8dfdIH2cEmxVh02UyzTG373Ub7Ri6PWVEpCMUWo7xCnzHqc18syRVqzPHhI1ona4v/SPAGcP7EviQQpTdHm6qA3/ag2/a+Zwia+8QH2OLcQcyhiV7DCO/4dU3yoi4qZX/V0jWEgVuk49HqzjvMARJSLSK3ButVP7qWkShZtsHFFzDOrTyg4wro+/trCep8h3UwfkhfBM8hvqc6tAAOoCEuSKupEV8KowCPUtFifT3SeQ/v3wGNV5U8r9RTEdnQ1QdPV4IWmOuWfrpa7X8RTlMNlLC/lAEtsKufW7YIqetweL3zHHfb4t+A0pVVcc+n3eqON8DqXvMMcLIxByWlffqObEBMT3SP7HYsOGDRs2bJwPsEnrPOPZyTYJOL3ynX/Ql/Z13UlzHHTDSJkuwEBIlnU0kdu/9FJkbjoNQnw8p/cTIRXYS/2Izu6hOktWPd2bhSEjIuJoIBrw6ZVIU3USqRma0gbcHdQb9ukZGMsXhPE7w9C1awnqceKj+sMIGW2sDttf0EZ4qoSITLWqv3uxUCMD/5tHca+6gzq6sYBIOEdEQm6QJ/846ngPZbSz4hApFk9RGvA1JEr8xtU67dYgJeD8QRzn3UeQXjhZ1iStQtd3fxJjsq3lqaoWoFleR4Qm5sI95fq/3gCOpVzXBDRHOz2awfG00vEHXZoNxjxEuAr3m+POBupt+wxdD94vEOqq1rGOuSa3UyxEhIR3+BrwWp0q4IvtdZ1+fyzxM5kNHjfudbkyNetvToWCJdI6cRwOghQpLd89AkGyh1OfVXO6Y1eb45kCyCWL+9wUA/nb7Nyk5j9RfRj7n0RbFb8PjpBCSWeX/Dulj88U322O+yh7oMUicpzOHZTTBadfX9H+v80xq5/vGMYzOl7U79l7R/C8uMkRcsh41hwbyUvUnAiR0yC920aymNNf0T15u6KXm2NWlJ7Ioo1UtZqUZuCa1kMVlDf0hJEaP1K2RK5z+2fdFjtPpry6JCJvZKw/t2HDhg0bLyEaDW2XnMn8VwJs0jrPiLsrEnQ55EMbdL+9UgmX+sAkjMulMRCug6M6OpukVEQHGWBZqqHMW+q7ihSQ9FFEY2MYKrIjgmhG2VJHl3Yg9XdHEhGiHw/B6NvSpve5kurIilUQgUMZELbL2nSNbwcpRnnJJud63xNZHP9TRahlimhj+1wh0ABZaKHjL1v0kR4YhYPhiTIiFe9x4x6E3IgM9vh1dOUeOrXlERjYLVSzmLUQ3doBRGSGp3EPDhAx/FnCmvoMArWmgYjXJXSv1rvWqTmH03R/8ri/a4NYu+1eHIvTUle8ldRzRzMwjh1E1FcENJlkgaRMEc/VZAnR9n1Ovb6uCkGsh2uzK4Lxj2e+IKeLU7WvaYYzIaqMdEW/pqepBpprWidPIUjLAlLNcH8G6drWdj7NkCv0N/3udxe83xxfFAcxrJFC+ZPTen1simPOwQLqO7n21+fRKfcdft1O63lwmjq/P63Om5kq3oEPpf5u1m1NOLWDgq+Pi9K6o1Sz3BO6WRh5A3OOJPBe+GWV4dnB2TJK6IucaW6n/jckFsS1YQJbruBYRrzaUVClbc9Vdd6GDRs2bLx4aEhD6mdV0/rKYK02aZ1nlBsOcdUd4vJoJhPuhiG/mv5+jGoGWQVXRGSQjKsuavlSqePvG2PakFjgx372pGDcluuIRLV4ER2xKsqywE+FomTLKQN2V1JPOpIGSatQFdYegWBLdlJHbvIOGIpdDUTCrunEMXvp4Nr8WsV2qAlpvZQUZeuijUGH4LrtKvzUHDMBbg1vVHPCLtTepgwInlwQheHc7dfkZTmJvhwdRR1sglJt02WQn6yl3veKDjyWr+uGEyHsgzE5ntXG6fQUHCE7UyAyD83A2B+oPKPm8PVIuNHKplzHPfBY7GkP5ftOGCBjPiKNQ4XZlWJFRG6kMDSn4z5d3YG/z+ziKRIncay1/pvM8YgfzpfR5ONqTqsLx7M4RH2R87ifz8rp41RE1e9FCu2SAMSbsoJ1M5DQ/T7ngikLyQqR8yJKa2J1ntVldQizWXkAR4FvDIIwRt26znFfFc6CnYl/l7ng4SRKGp5J4L5f1gKnRNyiUhyoY11XayhDcBEZu9T7ZjXnNR14OW2O4V2UpvY5D4yTA9BynIeM2fvrMk5F4jk6Gnf3meOFdZ2BkavjvI9RbfPZqktnynh/9XkuVd+lnLgHATfeWRcKfud3ajPgeB3lFmONrWd1bDZs2LBhw8Z8wSat84z/6neJ2+GSE/kl6u/cgoNFjbgujvuFioi0kpLJ/gwTUBh6F8ezak6QWj5kqjDc18bwmyUBGLAHszpVjre9LwHjuMOPpTJW0Ib7PZmvmWOulVpMqpSPp/5Jzbk8+ru0bRjY+1NgSdxGZST9lDTDghj6wW4IwDBbHtYGMdeHLk681xx7Y7gfYbc2aem0JVGiaA21i4la6tDKTQInO0m/KlvB/Qy5tQeMnRdFqjtNkkgM1w6LiNRILIjbHj2Z/PrsB2PBk4IozJgBYtif0CmOHVGkIhbJWF8bQe7yhjaQNK9Xk9Y1dNztHtQcPjWAtX+d/7fUnEvbca0M8hY+Nhkzx30xXRv5WBX9WIPFG2U2bIndqj5vy3zLHJ8JkajU8CxO1A6ZY+75OleoCJflu6coU4Of1xKNG3Xdy7QZWoNQC880qL62bOmf6kzOaXuMlRQRvbQNi9JP78L+nH5GufZ2Q/DXzXG3QdkpEf3O6vLhgduZgsNoB71P8zVcD+6/KiKSsIivnQ2OzCCCeuQUv5tPcAS1WTqwiI4ID4VBrluqcfW77Bncaxs2bNiw8eLBTg8+CZu0zjNe1WmI3+mQVWHdMiJDKX57kjC6HknBEz5j6JqwljKioz/NQtFxBfUCfP1CvZ+ubkQEPtCK1OOHjiO6eiSH/V/eqklvnOpo9yVYwRQG4HBBR2HWxj4usyFdwVOyLvgp9V1fCMZqCynPeig9eIKI4dqSjq5wK4brPNdgn5SrO2Cp9/VTrWSbD9/1Z3HOa2I67bbdy+0wMJ/JAgtOiWhF1mV1OC/afCDES0Mg/oWaNtxHG9ZY0Emwoq1V4CjigVH+8DiM0BBFKa3KyIze+A3m+Ao3Wvtcv0DX8iVKIKFZEj9i50sggGMxLMfZHsN6686BwP5GDJEfa/Q/TuuDX7xtbjg7uhz6vgWKcJ5wT2D2SbiKrTxF0gbquQ+kfmiOm0UpreCI21R69uid29WiPseDUGfNUwos36uSJf085MKaTJRBwB4Zww/9vl41h/uM8pooVOBJOeyiWlWHJjLHZ+6UF4Jh6HV7XxGq3muqECXivrvW9jVXt6P2vjeA6Co7/ZyGdoTw88dHcEk7rk2RWiBtn9LzY34QuFIF92Cu952day9FCpbTiWvWEdbOGy7/aAjWR28DTqawR7/P62VkDByx04Nt2LBh4yVHXUTmVkjSfP4rATZpnWeMFBzidTik11KnyKBOHfJsCr0IrUbBAHnG2SBmIjGR10sxmICh5ad+jG/7CKmBdlLNYErvs5HCnN7t/eb4L38O43pZSBtm60kVlyN+zyRAKqzRxyESIC5TunO3v05/x7ZqoqO7a+NvxzHT4XBq7UJL2i6nO7Ny7p9eDEM13KIN1TL1DM1Qr8snRpH6tyeljT4WlloWxhwmTKzKa1Xo3dIKEr3xOqTgOuLUk/OxaTVnzzCiWjvpVp+KqDKiAiN2KQnl8P0QEZmmtOZcFeM0CSz96BDa3Lz/5qNqviNKPTVzJNpFgkIli3hTmPr1cl/RPZTCujik56QrcMz0oRRZoqRiy0rZIiKrHYvNcS0GAjtcAAHl6+m01A+2UP3gIgelhRtItyw2dJop15rGQ1AJ5trZsF5esjSkHU3PI1cD0fzelG4dw8e62gsHxZs6iLzQvwb7U/oZ/+fEC5NWa23m+1tBVNnxwM/1moh+/4wX8bwxUWXHzuqIdtSF3HCSRP14fvm9cDyJd973JnTLrpUNOGnaoiRcVkestM2hxYpKBl5gA1mk0G72w7m2xBtTc8rUU2iS6mirZE50OENqTsSD6zFSxIK9L/m3Mht6RdegZ114xo5kHzDHoyG8VwaqOio/WoeKdcAHAnuq+mUbNmzYsGHjxYZNWucZyXJDPI6GjJcs3usmaqSn8l43U5JcQmmvK7s0eQlEQdRCr4phPxXs88HPcR9NTZh64viuWIIHP1XmSIc2aFkwansCRhYb22ywiYhk6Xhe3YXvNrXDmMqSyEyxhjRGEZEnp5FyuZlSDzmyx8JFIiLre9G2x+3F/g+fQF1f/6AmIhtawAC9lHrN57k5ru/hZAnfkc0pl7TA6Gzzwrg+lNH7dPH1tYZUn/+zUxOEnSlELatn0JBruLLDHP/LFIjZ6wM3qN/1BHE8FdrP5takOV77BooIt+vIYvUYfvf4GIg2p25bgm+yPIztLYjhvq9vxQL7x/2das6tK3B9nsMuZYbqQ71OvaOuALa3qA4Cehf95iCR1taQJgiXOhDxT9VBrGYMHIvP0D1C2yMX4zsniFUjgDnWtJ6DaaSJ/5+jWFPXUAnl6vhv8BTprENUjcllmh6Rr4z+yBxf5kSKuIjIkvjrzfHxJgQ2EtTPqJMexv8cxHP0D5vw93WXa5Eq93JyqFHUVfg9ZVGcquzHtqcOUDseUllvoeftA9269RM7mQ6ksf97qFTh+rAmra1UMtxoRXSTU5+9loQJfmKd1IeX70HaUjJdpFdLgsT8OFrOTghvQ6dOzziwDleFcE9ZR+CwQ7dhShcQlY8GFpvjoAfPWDJ/nKdIuYJ3q9cDRwhH318K8TwbNmzYeCWg0WhI4yxyfM9m7vkEm7TOM36afVwchkt8zmvU34PU12+yfPo1btwuwc3EbIPOHXRtIeOqAosn9yO0SJkqwWCxtn9gkaexIqKEN3ZxrayOIu9JYRld0gKri/nWzmlLX1ESxwk4YXjvnQbJGS/iN8tDmqSN5RGR4OvRRgJYqzs1oXdQGuETBxFB+OfD2MDVXfqROJIFsUpSQOK3+pLmeNkivZ/pSRjLBVJ6HiLxpAgp7K6xOAEyNOdnP8VxXr4IqeS5vF/N+bdRkKn+IiI/vG4WOFZLM+zPo3aV+4U+5NAptNUijP+Q4LvfqMKg7b8Xx799UpO0Qg3GOkflO6iP74TF4fO5PTjXN/aAsPH8tVF9DYcKWNfcBuoIqRRb3QEnMtTDlVqftNVghA/6EEUuWpxKRz395riDItctDaT599e0/NN0Zoc55tRhrjVttYi6bWgFSftXei4PTGPtThU1gSw3cWQsCuDvX1mG6PKhjH4OjiXgFLkoBmXmaWPIHC+sr1BzCuSo+vgKIpABPC8Hn9JOje9+F2uKySQ7wNo9Wl16YxveDfy87Uvq/snP41Ba3/kQpUBwPXgHCSkVLJ6UHVlc96ALk3ZWQPgaloQs3l6JMkeiBtb3sDGh5rCY3IEM2pNVqogWZ/ybzXF7fbGaH27g+iYEpDHfQFQ+Wm9TcxwOPDvN0txPhVJ57IV/ZMOGDRs25ox645d7w5/u/BcTd9xxh3zmM5+RXbt2ic/nk2uuuUZ+9KMfmd8PDAzIbbfdJg8++KCEQiF573vfK5///OfF5To9GmqT1nnGb8auFK/Dp1RWRUSemkI6Wb/Fsz0XrBOQD+5jWR7TBm3jEZCXBtWU5mYQGuAUy7xFufaeMRh6i4PYdqsHRpp18XNdmlUJ93l0B/XfW6gv59MzIMdXteE6XbMgaY4nclp4yO3A504iPGs7SATIolzL6b1TZSz9OB3Ll0buV3Nu64CID592iWrkSnn9GFXpO+5vuyiMtM7ONjguTozp+sF/PYp79bmLYcT6gjjPmbS+HlcH4axwC4zOXoGhvCJqdVBgfIEbyrE18shZ6yDSFW5nQ1GUKq61i2ouL1+oDVj+bvcIHAJHsrg3nN4sotv+UDchyVBUitsuiYgsJBXtGUppvogu9WRZO1+S9LtpEt0SCuyt9SFatSsH0R0RkTrVP884cBJ7kqi/7oxcpub0xK6V2TCR22eOw+6r1Xe9i5Pm2Kl9FyYG8l3q81gRa5wJYMSNZzxHz27Y0it3iwckeLKIa7uc1LX3VnXv4DavXtfP4+dDmDNtUUauNvhdgr8fSOLavrrbkj5OKcE9vUiH7aRsjCeG4Di4sl2/F5IVrIPdpIzupXZNFcuD4Kb3e2cA57CljPpYn6U4u9VHjssiznNPGsc8KTqCuZ5UfpdHfsccp2o45/11tH5KN/R9r1OUv60Bh4vPwDPVbklzD/nfZo4fLv+D2LBhw4aNlxb1s2x5czZzXwj//d//LR/60Ifkr/7qr+T666+XarUqe/bsMb+v1Wpy8803S1dXlzzxxBMyOjoq73nPe8Ttdstf/dVfnda+bNI6z6g1Tv43XrCa+0B/8p6m3zVD2Akjg0nrfzy2XP3u6i6k27FxG2qFkbMyAyPpiXEdSbswBibgIoPnwXHs/0hG15RV6WHYlsJ33NamIjqlb3kWxt03boAAVbgLBvH0ACzyBQ5dx7duOeoEPS0kxEIE9Mi2mJrzv55BdPamhZTeS5dgRUUrzbKBz36IHLXTKJf1Y7TiTbiGRhdFhTrIiJ/BPTC+qwW43klR1NZunLeLtIb8UzqP8Ea6bpEZRGdZ8fiadl27FqZ050OkTh0mYmmNqvPveNshN+5753JSnrX4MI7twjVYEISDYnk8aY4vbdVM7GnqOxsjksUZo2lLXXChNrvzhO/hjV26tjFdxhq/exTOm40RHPMaiujePfw+NX9VBM6GNKXTR+pQyi4a+tnhnsnJAkhftQbC5XPod0mD6jv79+PahHzsUND/QL1/NaJsWcqu4N/5yfnzz/uwhkREfpL9kTl+XeBN5nhHBU6ybkpBtoLXETsUrlmQUr/jSOlhSoMeI8fQHUP6eiwLxbBtUmpu78Wzc7ULLXu+sx/vHhGRVSG8m1aEsL6OZLEOrf/cPzyGe7A+iuOJkXNvxCJY1+nD9S2GsD7jHhz/RVWdocN9tyk5RXoDuB43Vq83xyeyltKNMjIdcuRYWuDnFmpqiuxsoB6aMzW4zrpSz6s5k2mIeHnccJRVSNjqldIn0IYNGzZsnES1WpU/+IM/kC9+8YvywQ8iC2vt2rXm+N5775V9+/bJ/fffL52dnbJx40b57Gc/K5/4xCfk05/+tHg8ntk2PSts0jrPGMvVxe2oSdzrbPqbU/V6bIbHa2jhsTqDaM//3KKFbsLLKEpGPHHv04hq3TMaM8fPWMhPixdLokiRl2INBs/dqS+rOVYBltnA/SBFRFaEsbi9QWzb9yakGHb3ofbMqFiu2WEY+OkfwiD3UMTN69IRlT/bAGN5mASWOM10ZUjPyVPUtK8NZKyvC5G01lt0iqO0gUjUdyJdcNvfwwK9+DVwLqQSmqTlaJ8P70J0ZIEfhGe0YJlDpCDEgjpJXLefDmsj+ngO371hISm61rCBUc2xFOljpWYmlocehnNgsKBfMSyu886NIDwh8r10TWsHxcwzIIMPTyLCvIdExyKWVkVdAbwEqTWsIgEHM9phc3krTva3lsDYjgQQ3m3QWrlpoT63UUr/PpbFcbb6QHoPpbTQzsU+RAAHBPu5p/JVc8w14yIi/Litfg+9ZxaBjH0gYSlBCFIdZ4mcFxSNLD4LArl5VDs4PutH+5keEjh7nxPk1ufUWR+TJUqBJQdJDwlJ7Z7W0dinZ2YnUwcL1CM5qJ+3Z2ZwTUcK8OxcS2Q02ofzeX9AvzNzaeyzn45nSRD3oyes1+QlVE/93AyI4SMT2Nb2pL4Hy4M4zjaKui4noly0iJCF6HmZIcfM/hT1Sy5QWrslunuUSOOE0W+On8ggA2Kpc4uaUyNV8EwZDrW4d7E5bnEtFkY9jGOo0T88JUo1LpSQSs51ryIi5Qreh7ZKsQ0bNmxoNOQsW9784v/TaS0G6fV6xev1/vKEOWL79u0yPDwsDodDNm3aJGNjY7Jx40b54he/KOvWndT92Lp1q6xfv146O5FlddNNN8ltt90me/fulU2bNs15fzZpnWesizvE53SqOjoRERc1k3+kAEOP/yE/FSZS6FPqbANpLeY1ESnvxX6PTcAAc1I95zSR2R9M/7Wa3x1DKmKqBMLFXvYzQcVS/5erwTDaexSe+fjfwMgazcKbn7IY7j3UVmUoj/Yeiyh6tz+la9qYnI6XYADeNQrjss+vU+VaSU3luQSu560kCFR+TtehlWfwedcBkJJFcZCCmZ0gG+mifmHcMYx9vn8pGYBEZocL2jP17QFsO+lImuOCgRfUs3kd1brAgAjQU5MkTEWGbrDRJP9URPbUoXx7TeMN5nhlBAb+ha3aAE1QnfRTR0CkWgdxnh4L+bGSoecxU8O9dhr6vh1MYr8GpUvPUHR4JK/lg9MVHFt6APfkzvzPzfFVrmvNMfcuFhE5kMF5hxzY/0EDJOngzPdnOZNfRmt4ozleSq2ORETCNxBp64iZw/o2OAHu/C9NCkTwvHB5ZsgFch0mNeZfElsr49nZn8L1ZH21ZZYS0l4/rgErdx8gJd9pS5YCp9TePwPC9EzqG+Z40LhWzVkff5U55uyQsSmQSY8fTqZsSj9vn3oaEWIu61hIJQ0dlL4uIjJcwHdbp/AuSBtYA27R78yf5O4zx2tziGAeTGLbca++HmMF3LdDDvT+bavTe8WF9xLXYouILHXBWThTw/VsdcNLVLOQRK7FZcXgQgnz59oOqBnsulcbNmzYmDvmKz24t1e3w/vzP/9z+fSnP33G2z127KTd8elPf1q+/OUvy+LFi+Vv//Zv5dprr5VDhw5JS0uLjI2NKcIqIubnsbHT+7fAJq3zjCOZk+rB3QFtPPRn8I/8BX60gjjqfsIc58ta0KfZP+xTZHj/8IhO44tTS4/jOSJGFKjcmYAR7Pfq+dyCQ22X2nG0R3TvThakWeCFkma0jkjWmKFbrzyWv90c/3gYUddWLyzfi+MgJQGLWu7tJ2D4dhKv4khg3pIi+vmhbTg2EsrZS7WJj6Q1QXhH+x+Z4wj1+3zwBAzd6IgmVQuJOLsotfP+ARiav3kViIxVAfo9ROwOZEAq/HQN9qV0RGXYgVq4iiBi6BVEd3oba9UcnxPrY6AMcptzgNy6RGcMHGs8Z45ZROhQGiI+fuobae1hu4BSWE/kQR6yFCkuWu7bQRIFunMGqYtuqstbHompOWsjuFZHsrhWxSr+vrWqVXC3J3HcPgfGnY6V5vjxGp6PWE6r0B5MU2/XM8imCJDIE19bv/sK9bvSs0hrruawdp7eg+OxKjAfzuJava4b80OkqpuiKOVUyRJFpoh7iZjq/lwS80ltXERkkEj9ijDu71gR9/eCiL5OrR7cq0hDR6WfR7qi0+mnqZ+zzwGi2E0p/M8cwvN6/7h2xPSSIva2aTy7P6QWMRc5rldzig2s40kHnFQH0z81x36P/kea2yVNCJyQPi+OzVfSIlNVIoc8f4raK/U3YuZ4bAoibCIiN8X+pznubaDuvSwgqu0O7W0I1OEA4grbsyWqNmzYsGHjpcXg4KBEIvi3ulmU9Y//+I/lC1/4wim3tX//fqnXT9pUf/qnfypvectbRETkm9/8pvT09Mj3vvc9+fCHPzxPR34SNmmdZ/QEHeJzOqTLp0mWw8DCODgDrz8rtc4VA1lEiJaHdQTAoAhvlMa3T8L82E/1abWaJmkMVjNd5EZUbpljgfrdDKU1OqjeLkSpYYscF6s5Kf8GcxykVbgpBuuYoz17LJGObtIh4mgPKw6PFjX5GcmCcPVXdHS0GVgNNFaKmeMPLaderEs16eQa28wgTs5BXjKyraVquQWDeZxrnq4nt9LZltL73OyCs2A59UJ9dBpr7aKoTsWMEUHYk8C4rQGj1erXyxqI0CyMr5XZkKA0Rmsv1AGq1704ji+7KPV5zJL6/OQ0zvt4+UlzHPcsMccehyYILDa2IUbtYyj6lZjQz57DgWeUDXTOMvB5sfZHi4/LfILbgzByFR2x27cDqf73Uao/90LN1bRTg7Onp8kpMkICZ49O4bpbskxlVxrrqCpw0nSRgyJf086bLupVzT2TlwZxnCfyOmPgwTGQKRas43sQcev3D6sUX9wKh0uc1lSOoruGRTea23kNkhpywAmn237ZqeZkqihJSKURAWVnxal6JPNaK1fwLM+1LUwyt3/Wv3MNqog+n7yBe1hu4No8m92n5nSGLpzTMdiwYcOGjXODRuOX7bHTnS8iEolEFGltho9//OPyvve975S/Wbp0qYyOnnQicw2r1+uVpUuXysDASfu5q6tLnn76aTV3fHzc/O50YJPWeUa1cbIWq8XSpiLiwufNKURu4rFbzfHOws/UnGapw7sEEcMraq9S37HgyfEsk5Jvy1zQEgb52ex4tTle5CO1Xr+lftAPg7JMXD1Twf4tbVol4sbSe3ICht6NnTBa3RSlzFnKnO4aS5rjCtVgjRsgmZWGFgsJemHsl+dIWncnvmWOXxX9fXMc9lHUwRJNTB6HIb5rGKnPW6dBCtoP4disdQrs7mCl5uMZfLhlga7HZFISISElj4McDwG9JnclMYlrmb3EWI5ZRLcWCghDbwDkZ10Mx9ZCYjSjlvT1fxhD19N3l5Bx0OnHtqzXg9uQXOzCnGHB8/HwlJYcPkoiPssiVKdNC9Fq4I+ldJTqeTARyRcHZv3NfIBTMZlYccqriMi6K1H/tyGA857ejvv52ae12NDxDBwER0h5+sI4rsclLVjTY0V93/Y3QNA3Oa4zxx4n9uk2NBkcpccvXZldaMFlmcM9ho8lfmb9uYiI1ERHZzvIn/WZXTi31y8EUd1FqsBhS+kGiayLnxw2+5K3y4uFFytq6Xdox1RfA5k0VUEkPkrCfrF2rU49TGnz2RCyfc7EwWrDhg0bNs4e51o9uL29Xdrb21/wdxdddJF4vV45ePCgXHXVVSIiUqlUpL+/X/r6Ttohl19+uXzuc5+TiYkJ6eg4aRPfd999EolEFNmdC2zSOs9YFqyL31mTNTFdP8jRkis7YVD35rAo0sZVak6W+hkOJR8yx1d7kC7YG5i93k/klxVVn4eToiO1mi7KvoJIwSVtiAa0e7Hgr1+gCd/iC5Pm2NWO86xncWzlCW14DxyLmePvjIMYjRRAijgleMwiCPR04XsyGyoUtThViiZHbtxuEECPS6fKlSoUuaE2O3umMS5OaJGpPzm+2xxvcVOf1XZcwwMk+GKtH/QSCeZelWtiVG9naeezvgXHueIipH+6F8EIN6I6Wt1I4KLWSNSolsJ9G9qrPXL/sA8RzQhFageIoPTRmry4RZOSpeHXmuMdM0R0SfV5xmLP91C5asRNqYuZldIMQWreu2MGRvhR6cc+HZrYjcnspHU+YY3yNVNUDfhxbBkL4UsfAYuvUyr1Eyfw7FjrS+8kwtHI4h+J5ZHZa5atPWy7nEhHrdRxf7kF0pPVu9Scd3nfbI6dRE7ZwcLRYRGR4QYIOZculKjOuoOi/dZj/chKHFuS3n+NBv6pC1n+1ePPBzK4cOzUaObQON8wkH5MfT5eQwr8pTGkaWWVKrhOSW714L3vqjevabdhw4YNG7/aiEQicuutt8qf//mfS29vr/T19ckXv/hFERH5jd/4DRERec1rXiNr166Vd7/73fI3f/M3MjY2Jp/61KfkIx/5yGmLQNmkdZ4Rdlcl4HRKZ6tWjixTamdfW9IcD09z/Z82wlng48o21JGGyeqrWcJSHJk7nNOE1JxTm/3vIroVwjXtyFvdvBp1ZIHVOgpTJDHOXU/P3ptxKdXRiejWFh/rQzTQ5wQZO5LDYj6R1WqmXO/LLRaEUywtfIBrBn1uGGqsnumw9GgZ9KDX1PYG6tBuLsLBwK0sRER+pwNKaF8cQY1bX+HXzPHmOOY4LZHagxmQyz1J/J3v9a/16uu5/K34zugG4alsRWRw4Ke6PvWJcaRl9JFCrouOx+PQTpEOsmHrdDxMRLhWlfuDioh0++GIuIy4PgvblCyNgDlVtZWcJ7kqvjiR1cd5tIBn53VdMXO8pYF+oz+ZmFu0/UwQo5rDbg/SLRuWzrfcR3OyctAcl6h1y7MJ3ZO3Usd9myrhOXpsEq/zjKWPSaaG5yXu22iOuR70H0Z3mOOLHZvV/PEajm1PevasjUhwlfrso39dllDP5ykSQbNmULyuFdFA39Qt5jgbwPXYEtBCEiPkMGkhwsWp9dyqaLig12ScfAI3kEMxO7HOHJ8Lh8Z8oJ20B0REok5cz5TAobe4vtgcZ2r6/VWu4z0RdWH+tAOOj3rd4kW0YcOGDRsvGuqNs4y0no308Avgi1/8orhcLnn3u98thUJBLrvsMnnggQckHj/JB5xOp/zsZz+T2267TS6//HIJBoPy3ve+Vz7zmc+c9r5s0jrP6PYXJOSqi8evjWh/lGqdpmFY7SWFW6vicLcXxuruClIhXaSke3GrzgenAJOsCIIQP0yBX8PAfGt7gf48jJFlbUg99PXB0KxOaAK5cy+O4ZkEzmdlCERo8pju4VgiNdG70UJR3tQLgylDttSxhq714hY6nOrrcsXMsTUFrzsAMnk1CUZxm4iiRcFmnYFUyGINRIBTYK3xbG5bwYI6k2Eo7HJLFCtSlFbN6Zvco3TRWh3JN/yIFtcPgKDsfgzXqVKfPfIuItKfAxvto1Yf41Zl4wlEvN66AFkC3ZbI7/OoWVo/PTONc2NidbCMRbDWq9f0/hSO+zjVcwccWMdHGsNqzmVBEPcw9TWuU1xurU+nvozFkQ4/kLhPXghL429Qn3vrELphcZ6BImo56qdo51GuwpkU9S82xz1+PYd72i6he1qu43z+YuA5niJT6e3muOqB+viiAO7B5yIXmeMjWYuDY7L5en0eAaqBFxE5kuKez2CGI3ms46s61BRxUzLA0TTeX8UaRJniXk06t7TifdRNdaw+Ksk4SO/ZmbJ2ulGih6QpVzhn6Gfs5YAFjtXq82JBZsRwHe9zfhMsDetoappqPE5MP2qOgz5EvnOWNPlm6c4OUs23ia4NGzZsnBkav/jf2cx/seB2u+VLX/qSfOlLX2r6m76+Prnzzjubfj9X2KR1nrE3FRa/0yszB7SxXybjspUUO0NUf7gqrIluiwe359UOeLwnKGp7/6iew1GpsRJCEOvj7zbHSw0QyIBTG6d+F45znHpKVp6EwTGU1rmH+9NI2TxEQdxRUiONWTrmcJ3i9QtwDUoUIGLFUq4tFdFRHZcTBvWllJJojWqt8MEIXkuptpMUDbSaqdzVpDeAgz5KRn3MkuI4lMN+V7Sgv+WRHNphrC7hGlpfJSzi9aouTpek/okj+oIaLkRRciM4tkNp3MO9aT3nRAZrpzeEOckKpT5bss+zBiJeexIgxD3kk2ARpJmKXl85IgUb4viuOg328kz5sJrzgRbc601xrKlJihJe4Vys90NR2CTtk5+PmIX8uEp4ZpfEX2+OWxv07FGvy3hDiz+1UvuYQA0G/pgLEaqZzG6ZC7jX5UxZX8P90yCHkxRpZWfJWH6XmsPq36MVrMOHxrAON7ZiPxVLv9BmquKMfFVH/3siOLa+INbEWxfhJVGs6nN7YALH00IEdjSP+U9b+vhuoLR3FvFa14Zn4uJOXM9cVd+3f5yEk4fb1BSItPbErlVzktQOrFYv0xhOlaBX74fbnuWpL+l8tpJJyrj6XGnAkeFtwHEwTc+xJ6fvQb4OJwmfA7fGOdVxcgq8TVRt2LBhw8Z8wSat84w3XtAvEbdHIpdo0mpQrpyxpMM6TUREGke1wVE+BOOsMAkymU6RYRbR0Q3u3zlaBGE5kQWxfFUHDEC/U1OmcVJ7fXYGKbTdZAyOW0RadpLy7P+d+ndzvNQPkaj1Ll0/OFnGjq7txLH1UProehL3eVfpT9X8e4r3mGOvE4bulW0gptZ2GmuiSXMco3TY9j7qrRjVxnoti2NIj+LabhtENPBYTt/rFvroLYDIrA3jOFeFSZ1WNKaod6WbepRWq/jlviEdJWyZwvbSZRwnt/15elrLFD9bu9ccv81zizleGmIhJ309NrhxHx8p7TDHvx1YYY77WpLm+GJLve7b1uJ8tp/ANXxsAvt5c4uOFt3YyS1aQBAGyHmyJ60jgXymXA/NStVBlyVi54aidStFiDmyV2ugbnS3pfh2poo1VTRI4duJGvT+qD5O7r/s9eB6ZInIZKr6OAMUQeyi63vnKMhb0KvfMX4n0vaHBPn8pQpSbZdVQFCsjhSuh3w6+c8yG9K5g+pzfAGOu50cLscyeN7jHh1Fft9qZJQMUwuiJ6jn6qUt+ro7DTjnpsjxsHUM12BZGCsi7NaemFe3wOMyVcSZX+fDfEvCgEwU8LupIs4h4sEP/RYJ5jRlFowUsT4qJNrX79CqwFNFOHACHjzzAUcMcxJ4F3ZR2q+IiM+F4xkUOAtSAqLeWl+v5jiIdK5xIdNka+prMhe8mB59GzZs2PhVREPEEoY5/fmvBNik9UWCEbCEFqlOr/ATMhpJwbVU0HPat4B8eDeBgPq2wYh/aFCnUi4KUF+/KogmtaeUNjIUox5N7DiNL0lpyGkas+qsiO5nyOqq+8rfN8dH3ZpkvTb4LnPcQpFKTk2tNWA8jRd1CtsDZRj/XgPXhmvnXrfuhJoTRPamFE5gn/v2ssKvFiX59aVIO/XQdctRhGhpUBvRjQYM5z+JoY62Qa1Com5c91pDX88AEc3RDM5t5UJEZxZbnA28DoaoPvTJSRzbYWOPmsN9gb+b+pE5TpfRczXu1cfmJhK7sI6WM9yPNtJC6qNJTehrRLzDdA3yFNl7akoTmes7sI2+hVj7XRSx6xvU0f+nxxEF3kwtb8JubPtETgtTVaiWbxG1ZeG6YuYhG1v1uSXJWeAwcDwnKM99qG5xZlENdm/oMnO8oIZ1E7WUDcQ8uKfFGkf8KZJXnlJzZsogQ7EghIxcbhzPrpmYOU5bImmHa1rgZy7gHr1dPqyJTRtBmLxrLb1YXXgHLmzDO+dSrhvPazJY70+a44N3472waAnSYcdpfYQ9uryhla7bY1Mg1GsjfJ31c+Ay+J9OjBeQT8La9ixAz+xxajU0RDW5/qwmkJNerIPLwnjG4ySCts+BsocFln93WP17WvA+bDfw7LLwkoiunR+rohyAhbFcTv0+ZuVrFsDj9OAAtYuK0XmJiBTreJYNcuMVKnje8+TIEbGjuDZs2PjVwblWDz5fYZPWecaJkRYJubyS/KZW/FwYgqf/X48gKrWEjOM2r44AXF6Fcde2HP94F2ZgqFqjBqwKGXMTkfDAEHh0inrGWghoiZRBr1swew3kTFEbY2MULWJwCpm1fc+UD9fDYYAoHqV+rEuIwHb59AO3rAFxG2eDomIUtaiW9fFnj5Aa8QT2+bf7YTi/qUcTpr/bhdTQtVHMf3IKRuN7luhmpNd34dzGqC8p15QezMBo7bYIOS3w47pddAXWgDOM8/QN6KjppSUQ0OQwHASPlSEEZe3tyNGzxVSPOFaCMRjxaFKxNIxzWBGJmeOjlGq8ezu8A+9+Lal0iYgjiHPIbcU5vK4bBvnBlL7XT1Ad7EhhsTnupuv01IyOYF7eCiYwQMJQHMV+dZ+uk35TFNvLJLEONyVm72mWsfRPHaIshzYv1tE2F/bfVtDtRe4iA/0qDwhLVwDnnLWUwXIKbJUcO0yKbgq8Q82pB/DdUB2EdksQUcbJAnZUaeh/GqKkgp2Q2VufsCK3iEiMyPbqRSA/TspmyG3Xqb5P7Ebkl51mKyL4XcZSk3rHKAjQ+5djP75F1Cc2iHTYvc9pB1pfDITpgl7UIhfJiTia1E6RYh2fb+jEsUWpFVbNUkMeC+K54lXA285X9XWvNbD2Aq7ZBfRWhUG0v35ct36acMLpVq3h2HoNOOomy9pBkRKcz1AN/Wlb/XB25IjMimiiyhkDUVLBbhYdFhFpDW80x9ayDtqL+sQCfLEASHiqAHLOgn02bNiw8XJFo3GWNa0vohDTuYRNWucZQXdVgi6HrN2s/1Evz8BQuzpFKaytIKNcqyYicmgSnx0OkJICpeeujGpDZpQ8+NyztZ2CSgOU8rqlQxuALZTexqnCD4zDkJkgkRkRER8ZKUxOrX0wGW1OGFoXxmBQrliI86xSy4rxYyCPIiI3dsTwHTncj5AN/P0HtDf/PUspskcRqg4qsH0uqY+ThVm+eQI1bl/djL8vXTat5jjoksaHQTAMSuW8lISLjozonqvcutK9HGvFaAGB9OR11GF8L65nOzk/yjVyDjh0RKWDnAWvXYhr3e7FCRzUItgK3I7nhqW47x1vjeFHvetEYQJGtfMpXM9bFiE1frqgozg7SNxrpIh7VaxjUTNJFRFZEOR0UETWRvJ4Pn50VK+pVWESDiuBgF5A7av8FKn1lbXDaJzqS7cncK2t7WMYbwghhX5vJmmO/9/4183x/1n/R2pOgaJ+TOy43+hFbfq5Jk0kqSTwXrmhE9eGWy3ty+h74J+gaF50mTkuGyA8x6pPqjmsKP30UZDjgd24NhXLv6MsJBclh9y3jsfMsc+SqntTF14AeSK02UPYePginM/GHv3OnH4Svzs6imexRtH/Vr92TL1uGdb74BSeo28fA5HyWbIhFlDkdWUY63WGIvTW/rhLyXE3SGt3nJ4Dzki5pVurtx/N4PPODCKdJyg9eK1bPweBWswc7yri36ewC+njXW6tUsyOjHIZz7IvCEdMnUin1cHBgnUMro81DG2usIjgRBPHqQ0bNmzYeOXAJq3zjOmCT4our/SWkurvnhYYMExUv3MUhkShps3bw2RpvrfGxhCMuZ6wjlRcdTGMqToZqskxGPj7KHXynjFtnHIaHLcn2RQHYXomoY31pYF3muPjAUSv1rkQNWHlXRGdZrqTIg1Pz4CkrQnDGF0X14Zmhw/HnSaxH+7tGnZpkrafWsncM4Jtb2qBAfXotI5UrAvFzPFbFsIAbI8OmmOP9jVIieoz7zgOg/Ata/vNMRNTa59WVj3NPY3z9i3AvS5N6jmf2gvysC6Ea/PqwG+Z44olXTFLAjL3j+JVsDaG6xa2ZLlPkGjViQy294bF+GH5OTg1qg9pBwf35901jYhXjMigy9ICqJXSsiNUh8pOmR8M6kjruhiuAZOffSRGVba01nlwjK8BxrtTuMEd5PxJV/Tzet8EnusOJ56XFEW4dtTvV3M8Dkr7d2Dtd0QuNscbLWt/7YVwiDkooWNkL7b16Kiuac2lcT5eB65bhK47iy9lLOdWruNe39CG98ckZV3sGBtUc7jrTpxqkTlFuzusvSKcDj9IWQp7UyB5b+rR76xe2gaLlf33TkTfbpgGkSpV9HvhTspM+NoYBKzeGkONc5dPR1pZcI5Txp/KYD9Thla0XtFArfaiAJxMh0mgrcer/0neR++58QLWcZHa1HgdeGcnqjr1OdvAe25H8ScyG5aF3qU+cxpZsYy11m9RDG4GjgbMRYV7rttqWPpu1y3CXzZs2LDxSoWdHnwSNmmdZ2ydCorP6ZP8sz3q71x7ti8NS3PHNNVJWvrlXUlNMfM1LDhWDG316QgAiwW5KeLW0ovf3XgLolA3BnXuYf04oobjW3HMY/tAQN/dpw04JorpKtLBuE9ii1sbwdtmYGjdshLpXJGFMLrGj8CAzVhar3AaNEeIVrWCdC6O6OX9lzsRRck2+LrhOq8JxtScRAnXcKyA7R0Yx7aWlrXm8DPkFOAocrgX19q9CCRr6RPa+HqK2gMtzCfxxTCu87b9Ojryxi5s72gG1+OdS3CdLbpDMlygyC1FxSqURnIipyclSd65O0j9NotYd0UKfRez+h60t8BAHyGywIJRkyWdVsmkYOcM9t8Xwu8WBvQLucePdcQpwRMktDOQ1c/OcQPrcNsMnoOY4H70kGJwT0DXxC71IeJ2mNK1cw48b0GHJpPDqSfoE85tYRR9gMctkeeVFFQm/5VkSYRoeUhHnleGcd7dfjy/PxjEu+Tm7hL9Rjs4iuTIyFNbKCd5X1ZGXqvmHErju8vbyJnkw705koipOQ9M4FzH8tgPk6+xQlDNOUjbiFG96q+tBskanMBv7h/T+9yTwLEFG/huKIu/5yp6TTJ2pJMY539ojt0u7UiZNCBU9SylF0ecWF+10hI1p1zHM1oix8EBEtMazKKl0i0RTUCjNTyXg5Teu9lA/bTPqc9tuoxraCWKNmzYsGHj3MMmrSdhk9Z5RszTEL+zoaKhIiIdfhaNgCFyPAuj8Zn8dmF4pjaa411E8l5LfGVRt44MhkhsyHUtjBRpo3DgdhhPhYd1zY93GQzxtgtgxF48CgPfmu7oJhGetUSiOWJo7RHa7YdBF1sCI8lzC9JJ+6JEjl16qa7jUGWSwh4jFI14SEc6IvtBkq4N43q8oRuks8WSBsipd2UiynzdY79mqZFbhxvUCOI8jQJtewAR6ey9+h5wmmkzZCy1b1e0gQy2UX9fFsDpDGois5HW6AxFtR4iA39DVK/jaWq/QsFqSRSpFjmMa+OJ6sjPE9vgzLn1eiijeleDiNQmtcDKxA5q1bEbKd+b41ifA3ldQ/4Mpef2US/SJVSiu8CvSeeaClrr/DCFPqfcbmlN2yfNcaffUjNNZC7gguOiVMM4Udb9iiuUJjpBKZJOejUz6RYRuXM7iM3bPoJrve53UCvfiGtBMSniWl2WpuhmCuPGXtS6HviJdhIFSX2YBaVXUKbHhyyE3OmAMyZCat11cmbVG/ptwkTxqeo+c5yhdNZO3w1qDrcQ4zReVthmdem+gHbUHSfHyq7x/2eOTwQRGW2vakXrXB1OibEMUlO5jr98Cr7H8eUpwXv/mOV33NqrSMJplcq0zIb9fl02ECLSO5R6CNuNo6Sju6TXJKMndo05Hk5BjGuurXlO1RPchg0bNmzYOB3YpHWeMVZ0iM/pEK9De9lTVRgP09RfcjAHA70/qcUp3C1EPiow9ju9lPp4pd6PsWExPrDherDfHB77LxgPhxOIoIqIbBhGOlg2j3RFFnyxxhxCFGkdyOI8s6QUuzuliViWitkuI1EjT4aIFRE+yWkiI/sRFRv9Mb47PgXjus0fU1PetggRrxN5EBZWfTUsjNxl4Nw4jdfJiq5hHQmTEyR+8giO0yCS46DeK17Nt1Sq7N4TIAKLLGmiDK6LS1BU6OFJ3A+DxiIiD43jery2G6SRhZCyQf2K8FBUezGJiA3R9Tz0KGoevZZU394A7hVlzUo9hQ+GpWgxEALxvaoNpOSpGeyz1av3M03b3pfEd3HiYgv1oyOsU+AwLIWTv8Ce2nFzfHRaR/yWuxGF7fRjPkeKSzW93ajAwTFW32qOWahm06blas4Fbyc2dCGIqkyBJGa/omv8QlfiWWZBhupx0KfkYTyjLod+XjnFmh1y20mkirMKREROEFHcN4DMBHY2WFV5h0pYk8eyaMkU9OH9V7L0kOU+0ftIJXhJqDHrnD2Wd9FQDmuK01FZuCydP6LmGKSKe7a9VU8Faxuh59FO6ePdTtSXXhHSGT78+MYdnzDHxwRlJGGnfgFlqa6kVOfyk+bR5mawiaoNGzZsnD0av4i1ns38VwJs0jrPMKQhhjRkpKj/gT9GKZt35NEiplhNmmOrUM7hGaSaHaa/31r5E3NcG9XRM2cdRnWDhGKST8N42DUFQ/lwVhssficikGWKjrJAyLQlfbPDh+8m6Lz3p/CQPF06oOb0NECWH9yL6FnxT3GdegNI72sLaNJaIAGaHw1h/iVxGKATRX1uhzKUwqqMWBAJl6EJKBOONiJG7VEYc+mv6/66O8YQ4XEZMCLXdSKS1XkhDN1ot0WN+dDskdYatSQ5mNHn9iy1iSnWQPJ2y25z3F1fquY8U0BLosDYe81xtUFpiDkdeV7qB0mJUk5xt5/afvix7piAi4jkKEL8g204npad+F3IpaO7eYpws/I1dx47rku7VTRwOaWJjxdwbv/70F+qOaxgmsxbY14nsS9x+6x/FxHZTjkIzVT+WFlVRKTReOF/SAKWFi1SxPVpPInnKrcDhO+xfVqEbPEQCCU/OyG6h2kSn/rqIV0CcGELfsf6U9RRSe4d0c9OgcoduEVLiwf7sdYvVwTrwCCxHg8Jtz0ypq9HdxDbu7gF15MdbUni+XsTev7dmf8jL4S6NU229tKmzfZRm5tLg1hTlg5VQoLQUiACGW7AoZkRfT0mSfRvImkLHNmwYcPGSw07PfgkbNI6z1jgb4jfWZfBvI6ojOSpd2UZ4jTZAmqT5mLAiohkKIL55AOd6jvufdndhshclcjCJd3Yf2EQQlAiIg0yvLlND2PrpE6r/M8JeO0rAit2qIwUyxbPYjUn5ABh6c/BOF0aJMEW6iF70FL7dv84DNUVYVy3rdM4th0zmnBl6kgDLpDqaYLUkENU02bFeAP36tpOqGKO5XXIbssSpP5WSSQqTe186gWQcIsoplzaiuMcIDVog146FctSeaz6uDmeKSAqVKvhGpyoaVEUpxPE5I70/4djq4HgLG+5Rc1Z7UBUh4khR6i5xrlmSf88lsN9Wx7CPVhEaab9aU2YtiVw3fYkcD79goj2VF2TzN/rvNEcr4mQerAPF/vCwnvVnBmKPk3XdsjpYi5y9HNtwcEOrPGsjuhOfg/7maI61mVRrnXX0b8nJqilETmWWNGW72dfSL+/uO7zW5NfM8evj3zIHFtr8t+wEMd9MdUy8zo+ktXPDquKLwhfZI45XXqfoR1gG31of8WqvNw+JubG+N+ndOunKjkOXy44Xttmjqdy+DfAZeh38+oG0ou5lc2ME+vQX9POrHgd2SoeN1LbKyR8NNd/q2zYsGHDho35gk1a5xnGL/4Luiy9Jis/M8f5EkjNmfzjzwJHG9foGiZ/H7VCoN6ZY/tgDO6nVjrbE9o4DVLtaCelw7ZTbeSamI6o7CTlWYcBg/hK9xvN8fVdlhRaAveTXUntRTgi9NiUjiyyGMwDo4gg/CT1jzh+MnpFREZSj5hjrhWrUXqfYUmB87txrV7lBhFa0Ip7eMGNWoipnsd1H3kORuQU1Y22DM7uEBDRxjaLbvH4vnG9zwDVHK70vc0c7xOknC4yNkgzDAvqBycyiM4eS92rfjdewu9aPUgDfq8H6YrcZ9bj0FFTrj8MkoMlU+YouL4HLPJ7/QKQtB8O497sSX1bzTkRRN1jF6UbR2itvaNTRyPvHEX0qRrDei9UYKxzyij3iRQRKVe0UvLZwONGOq3XUh+/4WpEwhxELlM7Scl3v2598rnBZ8zxtd5LzPHaCLYdpah4ua7Jz/ZpEP9bF3zEHLf6WHFYP6N7KS272pi9POLHiUNqTroBMsVtUaqN0qxjkZM6As9jSWsSf++EYyg5jmfvvVn9HHy1hvs2lsLz0hO71hxb+5ImsmjxEguuMcf8vhhNPi7N4PciA8PrgpPG2kvZTf2T6xQp5RYxV8aR9rs2pu8B6fdJIEMq2DWs9ZhXZ3awR36V43XmmGu7bdiwYcPGuYMdaT0Jm7TOM6ZLhvicDpm2ZPSFPRC7sBomp4tkGUZfzZKqW8/BcC2M4rsdpGi7bQaGf6GqF3Iz4SFWME2VdfRsDaU8/jj7XXN8Uew3zXG3TxvebkoLzFPkeIBaXnCvzJ0JnR58zIGop7uB89kQAWFzNvTy7otC5MlDSz9gYD+lhj7OrIHIDbf9SKQoArpTE9BJSuM9RlHDNiJsThcpk2Z0Wvj945jTRZGwJLUhaXHqCNWaAAzxoRz2s6wO4h4RPaff0W+ON9bRU9dDyrUDDU3E9uXuMscxDyI8iwO4bgnqlTlW1PsMOjmyR0qxRSbqen1ViLUO0aUedIDwtITX8xTVUukJ4huH88g+6PboiG6Vaj44YtXuhQjPMvcV5jjr0I6DQgOfh5IPmWOuf6zVmtclM+p1bkWjn/EatRri8cAInvFHJvXaX15HhDxdwbYH87hXow7M2WHpJrI0jDWaKmOfQznc9+6gJj9xL+4BZTRLuw/389rgCp4ihzJ4Tz5V/qk5Xum52hw7Lf9scbryndRi6tUVEGDOBLB0OpLNBq33OKKOexJwhKyLv1PN2RR9jTkuCZwvMwael7R/sZrjpOi5k9Irktl90gxuF96HeWo5w6nsqTrejcfSeq1UqX75UB0tiRY08M52OTTR3UlO1T2J/zDH3THcg6mcPuZyZUps2LBhw8aLg/ov/nc2818JsEnrPKNQN6QuhpzI6FQ5r0GCOGepqMhR3PsttWvO/aRgSgRhTwqGyX3UszBjaPXhpTlEIGNuHW15Hn1BTezCbhhKi8PoC8qCK9Y0USYpD47hGiwJMzmmdFgLmXQ1Zq/7XO1CunOuque0UO3tVR3Ui5DqWx8Z03NC1DJiSwfGz04hatGd0+mbGYoQPzCBOesoffP4PpC5JZb2JKvDWDvfPA7vx7bKneb4g+1vVXPe2A02x2rOBzOIuHFauYhIoYoIETtZOum2+5y6tc59I0ipdVNUnft9ximte6SgDeIfUKvHZBXrY5egzvtDbTepOWsjRJIK2Odbopea4wWWQD5H71uoz+vhbMwcj2s/iDgE9bpr3SDxuSq2xWJNQbdOrY9QW6dSaIs5PpbBjp6u6T6tTGS4T+t0EVXsowX9HLbsQ5RsklLTv34I490VS09NuvWPpOF4yNTebY75Gcsa2hFzoo5U/zwRlKgX7x9PVt8Ejujy8z9BWftvXGhJ4a/iery1DKcXp8M/axHO5UjrBhKDuncIxGwhtUCqWIScXrcQ+6w0QFpnWv7MHLdYhL6Y+PL5LAzgeRvOrxLGviS/D3FC9RiimVOi38eryDHkieEmHijiHqwLYz3kKvo4+Xcs+z5lwCsRKusSkyUOfB6KwOk1kkSmCkeKRUTCATgfKjWsnSIRYBs2bNiwYeNscF6T1s9//vPygx/8QA4cOCB+v1+uuOIK+cIXviCrVlEbgGJRPv7xj8vtt98upVJJbrrpJvna174mnZ34h3dgYEBuu+02efDBByUUCsl73/te+fznPy8uSoV96KGH5GMf+5js3btXent75VOf+pS8733vO+1jXhupSMDpkIV+fWkPDsVOe1vNkKaIG6diioi0UGud4ykYwfeMJ83xnhKM1rylYXySDDWOdLJybqtHE+1uipxEibA8MwOi3u3XcxZT7eqNC7AfTmHgaM9jeZ3+GfYhInOlCyRnKYnuXNOuw91BF67V9gSObTCP69kV0PdtZQTHszwI63SIyNjtJ7SxHiXRmYkCiMAeQeT6hk5cp2JN73OYCP0HqdzsNsev4TcFbZz253AM3bQmLmmDEXwgGVFz2r24PjMUHY17mjtSHhnDebdRfegA8e4O6sPZ6dPOm6N1RKJKDqzVCxuIdrk1t5YkqSGnaHNx4sNTFgHXEDWl7aZ2K9euQrQpbxEhe2oYJCfopHpqqkXu8VNKc0WTn5EiPrNq6+rI/9/ee8fJVZ3n4+/0md2dsr1IK616byCKANOLMabENS4YcElMBN9gJ7Fx4hiX2HH5xSVxDbax41BcYoxN712gLtRQ3ZW02l5mZ3Zmp9/fHzL3ed7LrlBZUPF5+OjD2Zk595577jn3vs9b0d/fqQl5Hwn4MwIxu91tIU5z45Aep88NkmIRGZxIdWsf6Fmt+gxR9lvOdhsiBdrlTSC9+ZK2Qv+4G67QATeVUSGLMrvziogsmw/SupTcdhlOKzJ7YFT7R1+fV03Ua5+Vc4tPhULutEmwfOd2Yw1E12llQxPFU68kj5Ra2sf37dPnXFA1+qvT5+Lf6fVxTh3IcU0AY+Zr/nGr9rpoLMMzg4n7ZyZiDdQFMX7O4i0iImR9z5WgaKsMkFt5Vmvgu3M0V14orRZT+Zu0w0W7k7w2KqmWcYHKC20Y/KXdromcovoPpdGflbolC2sgSK7XIiI+D555vPbSORD1QlErBDku18DAwOBEgeWyxHIdubX0UHJunAg4rknrM888I8uXL5fTTjtNCoWC/PM//7NceumlsmXLFikvP2Dd+tSnPiUPPPCA/Pa3v5VoNCo33XSTvOtd75IXXjgQT1QsFuWKK66QhoYGefHFF6Wzs1M+8pGPiM/nk6997WsiItLa2ipXXHGFfPKTn5Q777xTnnjiCfn4xz8ujY2Nctlll405vtEQcFsScFuK5InoF3Y5uY1VBREXmC5oE0K2AFfCuuBcu72HYlXXBHUZk6YRCD1szex3g5zmC45Uq4TeDDbF9Imj/27Ju7UVxjWJhAkSQs8ikii92i2y/1EcO7MTWvsUuST3k0+hy6WFW47pqmp4p92+fjpcAiNhbcUJxSAALa2HQOmphaDnCuotYaVBUoY3oP9zWzHmD7VoYsaC4yNxWBpiflilvLQ+nHGf7P49rRz3I0JlR5zE8qxzcR7fBcR0K5HJeF7SEUfbT6U+huJ2u9QHQa9/tRa835FC1ueWchyPSQVn+4359NxcXYP+cyM0t2QFrvJrgfjcmSCavAx27IFAvmVIk6zJpGBYO4DvyryYt8Za7d575RXYI556ELhLyNXYyqC/ldRKkXw3xZDvwr68axdI0rSwJqCXhTFvZR4u0YI1lHToEF6mZGMjFLR4fwJhBxxzeTDUkPcBE66BvN5vZ/uQrfZVSiTXLk/b7VBQW+UZTE7rKcFbeYW+1y4ag9dP5aaY5OlHnpB3vzzwZIvdvvJy3M/AQihsTrV0HoDAZBygebAN54zhWfCBgOO5QGl5S8Nop9qoNJjj7eqroGugbMxCCpYPOMI1SiMgWbkB/K59H0jrC92If64N6MXy7kkUX0+Ktu1Uncjy63s9OQzPkcWl0ePg24c1uc7kQVQrLPQfFtzr86O32O2JAe2dwtEOg1lcQ4IULBmXfp4nXHG7XXTRdftQIipR0vf6YHHGr4HzHYiI+Mi9n7P9Z/N0/gKeJS6Hu7Wb+nMOi1IpTZ+b0kAGBgZjwzrKmFZDWt8CPPzww+rvX/ziF1JXVydr1qyRc889V4aGhuRnP/uZ3HXXXXLhhReKiMgdd9whc+bMkZdeeknOPPNMefTRR2XLli3y+OOPS319vSxevFi+8pWvyGc/+1n54he/KH6/X3784x/LlClT5D/+4z9ERGTOnDny/PPPy3e+853DJq3Zkks8Ltfr6lN+Zea/2u0Hu0FO91Mxm4hXF3kfoZfdhaHFdntWFMKLM4vsij4IoW3DFGtVQr3Qg2mbI2RdmLsAwYDBMyAYWUkt5Oz577jdXteD300mt9eWJl3DcYhiQvtzWIYhsppMIYG+sjhF9U84BIPXUFMHMhw9X1sWpSxmNwvbcQ823YexJHL6uPMmU2bhybin55Qo02yvFsByJZC2gAWC0UOC7p40hL6wV1uozqqGcLawAfcgEET/qjN1Ai337Mn4owvW1f0/AJn9025NKuardQQmUEteAqm8fkQE6f6sGsR1nxLDveYM1pxUSkTH6LKbZoJI0r60vgfh3SB9ZyxGxuAll2EdL3YofIqDENYnbsU6uG8vhOtYX0z12bUKc1pGLvhZSnzGJLHOYdSK+ph0os9X99xht29suEH1eSXO9Y/R9tIWc1qeJ5RR9l3SBU0oQiHQQe6aB46HOU2MQAnAbq5c3qnMkUjuf3u+arddznTXf4bTa2NSGQjHrMlYx5GzsW5cUZ0wKrMC+80/lSxpYU2SxsLlmTa7vWMFjj01hT3hcbiSb3oISo3+DG5qN5XMqnIoiaJkBe6geP89FCNc5dMPZ/6L3w8jtL5CHj3vrMxhz98+ymXAtZO3OqzyFeSy/mIvno1TqAa236MVUz1UFuqREZS8qRYo6tyWXpQ5F+ajl1zLuwpQngQ82Id78lRDXESSRSgbubxQNRHQrswm3Se9Q94IHk/E8TfWXpG8HLzeGB13F3c5bEJpOer2vpl1fA0MDP4yUJKSuExM6/FNWp0YGjqgzayqOmDZW7NmjeTzebn4YmR1nT17tkyaNElWrFghZ555pqxYsUIWLFig3IUvu+wyufHGG2Xz5s2yZMkSWbFihTrGa7+55ZZbDnuMbteBf2VevUCCHqoFSm6iDRRDtbu0SvXJkCY3QzFVbcMQMgaz2kpXQ5lSG0IQoPJDjgC+MVCkYeeInLo3ghQM7daC0e5BWPPYAvhIZ8xun+sgLzuTEJqYqO6lUkGVJKcudb9N9b8/881Rx9/egXO6n9PxYfkMjt3ejd890glLsTPrs2cvrm2uBwK1m4TLkMMFNpKGADc/hP4vUK3ayn4k95kS1gS0thL9ozUgsG4iRQ7vPLHa4BKX3QLhdFUHyGzUIURvo3vAgm8/EXdn0ppne3AfM0TgLqjDmCfWwOrw0l7tinkmuSvvSoIs/HY/2NcpEU1kdlKsZP9KKC+8q8grIKK9AuoqoSQZymAhVZH1bnW/FrynhnE9YVoHeQpkZWtoj6MW8/fbUSP5XdXwoPhQ9fV2+797tJv7uYF32+00CesbS0/b7Vsar+Qu0kwuytVkJXNR3PyWRI3q00fJ3zgZVIFuMMedRnz6xl9b/y92+1fdX5XR4MyEzlTIV0bKit24N5lubf3//gqQ7fe2YL+9RCV7ZkV0nwUL4BLsJv1PGYUq7FgPZVpXWrNW9hLYOIR2HYU9xPN6j/YOgNxy2dffJ16y21NKc7iLzKPY05nEpdg7d4/DuYWVFxwzvZvM7+X0o0kVmoCy9bzWTwq0DOZmQpl+nvO+bi7B6vjC0Pftdl30DD1OwR5LZKHQGx4Zvd7xwcBKkSE3lK1lAR17y+V4xkoEdaiJz07EskcGBgYGf2k4YUhrqVSSW265Rc4++2yZP/9AFtiuri7x+/0Si8XUb+vr66Wrq8v+DRPW175/7buD/SaRSMjIyIiEQq8v15LNZiWbBXNIJA68HPMll+RdLpke1tLHnEoICUsroe1dQ/VHX+i+lLvIsBt94nm0+yl756IqPbZNgxhTTQDCiJsEAdY2WyXt4pggdf7mXYhjC+/j8iTaMsj1HVtTEIxmh3HsCp8+z+RyCFq/2I0+b6vjDK40rpi2tGyWd9jt2hBZE0i43TigtfkseE4uw3g4s/GjnVroq/FjfsvbQaZClHjIciSZYsvLKZCVZXIWQuxUSmbV5qjpyzFuScr0XCySEqFLE4ThNO5v+zAsIl0Z3KuVDrluMEdrsgZr5YwqKDjSRT22XcOUVKiA2OjPBhCTWjkTx72sGUKniMjQPpxnPyWwuqoRcxvUp5QouUVzjc8EWYF7ncmKwiA2NVS7M09roj2l12QPJXl6NPN7u31p8F12u62IScy4dLzcYl+LjAbOorss8Ffqu5WlJ+x2X2Kt3WZS4PDelCFaxxsG8WWCngvDuW7Vx+PG/LDdiDMJ9+ew1lwOV6Jyn17jh4JNCZwzsRrKBnYZHy7omz2HXMZ/24bnz+PdILoX1WvrWVMU34WpVFE4gnacXPZXD+pnJpeF6UyXqI3P/5TSXj8zXUi0FaUs2BEXxryhoOsiD6RQFupPKXhAXBjAsXozek0OCK4tYGHvrM1j753pR6z75AqdrZvLo7XncCwPKU7/tP/bqs+5EZQ0SlCG7IoQFKw9Qy/LmwW2bDLpTKYPjYAaGBgYnGyw/lz05mj6nww4YUjr8uXLZdOmTfL8888f66GIyIEkUV/60pde9/mS2n4Je/0ycaF2h6V8ElLfg+8ifpCsHQlNsmZR/bw1A5CgzqiGsN8Q0gux3AvBM0XSaYn+cFHSilBQk/UMxVT9YrcjeOzPCDrcybrJ7XWwAEHRJ2wB0Ek0uJzg9VNxbZOjEJISZCHryuj+cyyU8KimY02rwPmdgneiAOFy1SCE2DYqG7Iy/6rqs5SI5kSqQ1lNRCib09soTHGT0ykmdU4Y7RglQUoV9X3nOahdgN8VqZxRqkOfs0TKh5oCiOWrSVzn75O/VX3O919jtznZ9bo45qnar9dXlQ/C7t9Wgcz1pbGmixQHO+NcvQ+qq0FAq3uhYDmD5uy5Pu1unSIrfWty9LiMWVEtrHNMeReto0o/zn9Jk1a+vNiDa53mR2kbJqoDLsTILXKhhJKISBMpYnoyOP8wkckqn1a+LM6djzHHLsQ5KbHN3Ig2q08sw9qL+GCtfo6s4FdU/LXqUySL6q4SXDG9pHFiC9v/Djyn+s8RZJFdVIkM0m7a4wXRbpT8/JkRxjpoqCJLa0bfg4290PLc1Qv3zzIXrrNrRMcv/34X3N6nUYwsZ7FOO8gx49kezOdG60Wch2q2Oi2Lr5bwHuL4+oNZ/7jUWVkQ8e2/HITigvuPdozRUEmW0pwjM/KeYcp/kL3Pbk8ow/2cUXm16jNowRuiIMa11cDAwOBYo+QqiesoEjEZ9+C3EDfddJPcf//98uyzz8rEibAiNTQ0SC6Xk3g8rqyt3d3d0tDQYP9m5cqV6njd3d32d6/9/7XP+DeRSGRUK6uIyOc+9zn59Kc/bf+dSCSkublZMnmveC2f9G3Tlp+n9iBetZHKL8Qo6cwHJmvLDSeNaQiC2JR7IYg806W6yLsmsXUWt/eiBMoq1FKCkWFHUOxLuW12O5yD9YuTa/S5e1WfYYFg1RZ/xG5zRkdXUs9jYxjZI69sWmy3c0RQdlCN0+GCIyHQRAj/S6jMBc/ZGoel9YUeCOWDlCGTYwknWZNVn73KExEkflIliOWk07S74oQUCeW9EOrZdZmts1MpaZCIyHAW1+adSW0qB5S9V5eS6OjAXK3qR3tFL+5vIrVN9XERf5oXpSRPZNnc7siwyy7bvHTmT8f+Cb8LsZXSoGORpR0unzO2YvFyrdqNQ5qANpdhTTeHQD7YnXXVgF4fc8JYR+wJcPsucr326GtbXI0+74lAmZMky+aD+0EqJpbrxycrYjpIwfBA+g92+9KQJgguKiAa9mC/hIvYe0xSRUTmLMV+m11Ae9JajPk7WzXxn1uJY9dn8QzdN4z5mE1KlX8Ln636rxrAOl7oAeFqoG3trN+8qo+snj5cz6rNsJSeWafJZA9lYK4uwbV+hJLwbE/q+Ti9GmunkbKnczw1W1f/0K1rD6+M/0TeCIdqWTzUeqXO+N/D7c9YV4KizZ+Yq75rrsD8vrOAWrOrihvsNisARUQyZOl8aui7dvtkSeRhYGBgYHBi4rgmrZZlyc033yz33nuvPP300zJlihaATz31VPH5fPLEE0/Iu999IDZs27ZtsnfvXlm27ECdxWXLlslXv/pV6enpkbq6A65bjz32mEQiEZk7d679mwcffFAd+7HHHrOPMRoCgYAEAq9PDpIreiTn8kj7oCZMi6nkwx/2wZrwjiaQ1rpyLYwxsVlEiW7YanDTbK0JZ9K2jTKqziOhtZbiY0uOsgzlcVgWK8gI0kMlVma4tQV2BYXL1kbgAjfPBZfRySEtRE8mYcrtAgG8vx2C6qWNSLQzO6YFps00v/1E8iYQgZ3jiKP9A7mmllO5oyS5Xs+JaMIUIqvyfe049sWNOGfFbk06h6icjpcUDJOn4Ho49q62W6+jviHMVakfk+t2gziUtagusnEdzrlreHRXzpub/1X9zZa1B/eDsAQ9mJup2qglL6QgbJ9bAfKikjsPwjXe6tYZegu74eKXoWRUL3WAcE13ZJTlhDh+qkHLpNXBHyVP33lJO3lOLe7v4z1x1cfnjtltp5XeHjMFfTv1luyAECTf9qgPJHFzQbtLL/BBSZIuYq3kKbGNZ4ykYyIi7iCRPCJsH2hxuEv78d1Qnjw4yONgJ0U0JBz1PvnaOtMYp59S5KYcmW9PqcaxyyluPU9WX2cM5/fa/8NuT4qgxErrIJ7PwYBOWHe963q7TToApaxIFUbfEyIiZ8Y+abd3lVAqqETkjZMDiYikc4jxHytRT8nxuZvSHPu99IygWr1ObXiRkvjkC+TmnoficMfAvXZ7TuVM1X8gy5Z0ysZMCkW34x1QohhujxfPWRP3aWBgYHBsYBIxHcBxTVqXL18ud911l9x3330SDoftGNRoNCqhUEii0ah87GMfk09/+tNSVVUlkUhEbr75Zlm2bJmceeaBOKFLL71U5s6dK9dee61885vflK6uLvn85z8vy5cvt0nnJz/5Sfn+978vn/nMZ+SjH/2oPPnkk/Kb3/xGHnjggcMe89zT+yUS8IvvVJ2AhusfzKN6fUJ18KRHZ/W19kIwmjkEwjSyi8oY7NPkuIeSjHBs5FUT4PLVWA3i0Nmv48PqAxCmplBpiizFNq4a0Ezm7kG40XHijUjlRXb7nDrVRfIlbKBTzoblY2kY19z+AoTeaKUm9FGqvekmIlMziz7fqoXoy5og7DLhCXrAuJzlRaaVQ2g8uwb3cJCyjPr7dDKspumYX2+MyNNkzLWrnNbAs9pyzS6TQytBXrx+clPt0UqAZrLed9PYLqrHBdUGtUWYMwNvSfC6wW8agjrGrsoPK2qc5PhXtlON09344hnKJi0ickolSOPcZlz3uS3ICjyQ0IqD/9qG9VYbhODPig+nFShIa6KJlEFFi9duTPVpJQK1N4XzNJI1cWEV7lt7Sr8E4sS1OcHRLGuB3Y46MkW35rHn14/80W7PKUPWcmdG6xdewDNjAu3RVb1woT+tVj9LXhmApZOz1f7dEiSPctPzYsMeHTbwQAfuSUcW85kpYq3F/E7LM3kwUCbhD0/FAntYVyRRGV3Hck11kvg/Iu+PhL0YZzkp8M6owrHmRvSaXDuIdbRzgMk1KYxEBxaX+SmbujW6MDCU0qEGBbVGSflC8cZuR52cXB7PkiKNZyyr54NJbTUuxTGfTuL9GnaO+ukBcFIkvw8P8WJJP0v4vhkYGBgYjC8MaT2A45q0/uhHPxIRkfPPP199fscdd8j1118vIiLf+c53xO12y7vf/W7JZrNy2WWXyQ9/+EP7tx6PR+6//3658cYbZdmyZVJeXi7XXXedfPnLX7Z/M2XKFHnggQfkU5/6lHzve9+TiRMnyk9/+tPDLncjImIVLbGKlkhKW9+kgAWTexEC+rqXIRxWhXSf6civIZ4zkQSjvBqSnr9Ts6xZjSB9cSIiI0RQMlkIztmSds8rI4tIJyUUUjX+HPkwxsoQ2SpwYX1k/0T1XZ4EvY+Rot/zDrgNT/o4iJDktMAV24c5lFaSfHOUFMVh5XtfAFZCMiZIcpgygToS+kSDEHaZqC45C0Tbd9UC1ceqgwupax+58abIJE1moNywLtfSkYDiIBJDH7ZmPrqvgbvIkkrclIkh3KsKsvT2Z7RFdw+VlmGiOj9KxMERI5emrECb4lg79VSzdfKZYH/zg/oejOygrKdLqfTJLCgU6hx75/fP4r4xYbPIQpQtalLBSgkPEdjm8pFR2yIiL5MCh2N8T6fEVGzpbUtpl/fne3HO+9NIlPO+yBV2e7qjCtOCAjwL5g9/VEbD9HrtSlr3DiL1s7CvZjSQZqg0SRgzyErvIs8CGaIBtWKtnvYE7S8RmVARs9s8t20JrKHn+/Q9WBzD3tlLVvUEWT2LjvTUoQCuJ54d3YXWWWd6F1kdJ1WQUmMiFHXpJD2/HIqUzgxnMge5H87Cfd3n0UqiqA/rsDcNcjqz/BK7XeHTxL89/rTdZjfgscqwONEQhedP2IP9n7UwH05ynSzAbZ9jbw8GHg9bu+strClnvcCdRcQCDyQ3vuE5nLVQPUSOkxmsPWPdNTAwMDB4DS7LskygyjggkUhINBqVzW+/XsI+v1REtOC9vytmt9uSICX1QfyuN6MJ0+lTIESGmyHsFyi3jVsbbsQ3gcrcdEI43fYKiFSS3ANbHYI3W0RYnnyGapH+tl9bEPyCY7TmUPKBYyiXRf9O9ZlAbmffOgNCJ6/GISKQk5p0+ZqBfoxnTwKC98yasWvQ3t8KYsRZNe/riNvtC2p1uRUuccLlJ5ZfhiQx3np9ExIbQWx6e2HZa2oGgSubDyHeSmlC/vIjIB8RqgfJGXJTDtfnH+wAOZ0Txf3IkBF4/bC26E73a+HdHj9llI349HlC5PbKNX3PrsE4949gPpyZbzlB0rwohG12665s0FZ1D3HtdeshrL9IsbtrHdbus+pw4llh7LFXhjA3XofHaC+5UnIW7ngRpLXJj71b7iigWh/C381U4oXX2kMd+toGhSxpLsx7l7Xdbq+9cLrqU//XtEbJ8px7HiRv97qY6rOGrLABWtNzYliTTfVo5zL6vu+irNx+N+aaaxJvHtLEju81P1c4Y/BL/dpqen8c+6ptBESoUMQ9rCqbpvr8vwaUK4tRqZ45Edy3JCntmss1MXy8G/O5eZBKi41gfTrDG5rLcQ2P9oMYvr0GRLUvo1+tnWns8yhZpfk8e9zbVZ/pli6b8xpayrCOO0ew95z7NUxr9Lk0bKodOcS0MkkUObQyMZyvQGRsK+6hguupHmqZGgMDA4NDgyUiRRkaGpJIJPKGvz6e8Bq3mBP7gHhc/jfuMAaKVk62xu8+IeeAcVxbWk9EdCfKJeUNyHxHUqXJIZCp2x8FWfhwC4Sx+pC2/GzbDytMU4Kys5YgiMRi+jwVXggPif1Y4CyYzQ1DgHyyS0vuS6pgdVgQxbFnhSFQX1OarfqspczGZ8bea7cD1Tj2UM7hSpnD8XYMxOw2uzs+0IExv8unLcrdVC5lkLL3dg2BVOxLazdTzqzJZG5qCBt4bb9WNpxWA8bEtSu7tuM8rp1aOB2kuqL7aJzDVCpoWh7WVa5hKaLjKV0k+EeJwA44yg6dUYNrvXsAlo4CFXRtjeu47V0Uf9xHVpjm2AV2OzWiie4ZHliS+qjubR2RpxkVGCe7qIvoEjx/vxFzfUoFLFd/O10rKGJlDq+FP+P5bpyHieWB8+KeVgUwB9PJpXhLQr8AOMa3jOoqz6+M2e2+DO4Vk1QRkWqKFWcCvDOBPgGX9myotijBGrmG5ikb9HBKW8grHoMFMJtEnwJlt05kdZ/64Ohrp4+8KaJJzHPHkA4BuL8D653JWJQUF8OOONhzavF3hDL5sttuU0jfg/lJ5C1wU9KtgEXeEC6dNK8ugPm9dDK8LnyUUGx1O8hkf1YrBznedTElKZ9WILf0gL62AnmKpF1k6XThPEur9b7OUAK8rUM4Z2MRe7fZvUT12Z/BszVK2ps6tfYwh/Ni+nnOt6RnpAWf055wWpHTZAUO+TAhWdKWsmXU+btuLt0UXozzJ/F5qaRdv13kRsKE2OPBPcgXxlZIGhgYGJzMKElRXFJ84x8epP/JAENaxxmRQF4qvC4pOdcHEaarJkDA7iKhsTaohfNX4hAm2P1xH9UcfHvFPtVnzWrE0p5xOQjHP3yMNOHNIAiX+xym2m6yem6G5WXbvVgq2ZK20L2ziVw+fSAce4ch6LY46tbm6Hq2kztsVQDneddkjKWDjiUi8us9mINTaThzqR7uvEBc9fG4QBA2xCHobcqABAy5dfbOd5WhrMkUyvJboPFPmK4tA7Xk4hfeBeGME2uVyPqWTWoiw5bwjUTCQ+S6vSOpt+6afgi3O+L3yqGgN7F61M+7hmGFqSvX2UjDtF6mhDHu/aQ7qSYrUsijhf2GIO7PnWcQSQxhHfc6LHaru+ElECASPKkc97A7qd2Q2UtgAsVwLzgH9/dy0ehYh/Nu64fC5D+3YcwfnoJrqwno/dpHbvdnVGNCllXj829tVV2kpRzrmMvPzPLBmpjIahJfT9fGngnfW9dit1f16/12Jik1hilh0tUTQGbTlPBqxGHJ5/ql/VnMR0cax8o7YmZmUFKz2iyOnSGl26QyHTM9dzoenE/1YA7aKNi8uUInYuL40Fgtnq3ByTjP2SEEvq7cSXkEROSjs/FdIIDzcHiF8/njIzfx/2vi70CofR79EnDTXjiHnuF7hrHu7t+vSfwHJ2MO62nvnNbcZrf9QYx5U5t2SX6ok7KKl+AFc331uXY7XdClm7J0G3upnNkuN0IiGl36HTCRYvS3Wiink6WEYvVRJImqdbxDIl5aH5SQbMjC/fQ5xJW9bliOc+QinS2h7XNrxWWW675m4MlUQaXfMnn9LGGMZNEn4IdHTIY+NzAwMDB4c2BI6zhj02BMyjwB6duo3W47yLXzwf0Q9tnltDaorSMv90OzPSGIl+9n5kOIrXtPTPWpm4KXr9W0EF/0QFjP3wnhJT+kSUVgEpWpobFVRSB8NCa0FYYFOA+RiiYq1XH7Dl1nlcXbBZQZuGDhpK0Ub/fL3ZrY+ek8Q3n02RZHH47PFRGpodqo86MgCIk8hOBqR2ZSnwsCFFt053A9WMcuyg1hPK/04bo5BvOiBghWXoellWu4vrKfMrBSjdRXBrWFfUX+T3a7sgIlLHJEoEey2kIV9MOSz3GC1eUzMM6gLn3C1kh2of3oNFxbHVn1ejJaCL9uK2I9/67ur+z2biIlH5umrTAzItgHKSL0iyox8VPCtarPK3G0T+mL2e2+lyD4V4X1HDYtxFxNomRBl3BKWsrAynHqIiJ5qo+U3k9KmX0Y23snafLzIhmyF1VibsMUi+x2JpmagGOHvPjuxjTIV2GTJmY/7r3fbs93gbAsjoEwsQttd1Yv6onkDpuiWkfxAu5V0D3262RmFZ5Z0UoQkUJO7+sN7SACM8KYg9Oq0B5wlNaZHcF97CGLcGMI6yb2XsTKXhrWz2bpIq+NB2DNm3Yp9viMCY5M8eSGS2VNJbcVhOex53T5rPMXwH27aTKOPceLPpc5MjAzCr2Yg+Ee7IOd+6DU6cvq/TatAn1u8r3Nblf46B465rOHdDFc1qlJ8GwccYxzAnHDQgnP4LYU7s3sIMY5nHckr6PzeMnSuj6O50LCpRUxdRbuacAiN3l2s3e1qT6z3SDUxTKMwSNYh56g9qDgeuO5APr0uuEtky4HGe7LaRfvImWRLvPq9+Br6HeUI2OrMtf0jQVbMJaSno+BYWjESiXteTIWXPROMiWNDAyOX1hiiXUUyZROlv1tSOs441etefG63DLBEQO1N42XdznVY2S3xjUjSdVnv2yx2/UlZOItktXWGtIvJxdlIHZRYpXMCmjJn325WcbCtN0QoCIUC8gZXdm9T0RkB8XodpLL6JRyEIQJWuGt3Na85AK7K4l525oY3V1SROT5wnN2+5IgSuvMiGIOy/26zzbKoPpkN+5BC/GIaeW6D8c9hslFeQ0lQrp3hRYUWQT0U62QSnKlnLoHwovT/TVDMX/8iFo5gHsTd2trQF0ALtuxEgT/Cnb9c4RDeEkYK5H7YwXFTax1JMNJCtbR6R4kzRrI4VgZskJvHNKW/M83X2O3F5L7+cIYfrcnrd032Z2V3Y1bU5inwax+IJ9JrpnDRHQHSah/qVfHL7dtxPH66XgjRE7Zuhx0uD7XBfG7qZTkKU7nX9WvCcKaDCzMz3VA8A1aWJTfDenU22ueBAleOQCC0ESWuFUD+lnSRy6bO2PoszkBIrM4RuvO0uN8pB9utxvTUJBkc/BSmFR5iepzQzkIArvqcjz6+j4txE8Ng/gHyVL5P63oc/1UHZO6M8nPJsxBzTBlzn0AhN4q6mvbvgtkat1gi932b+G6zppcc/3mKRU4f1MIa6rPQfy/+ARikwP0XJhF5Lx9RBMmfv5QknPl0hzPYZwNeutIht4VrUmcpycDZcPK4uOqD5fZKVCbXYCd5XwmphfZ7SGh+ssWiN2uLNaxy5Ew6pE+kLbhEWS05nJCTN5EdK1bTuA1km2XsdAqD4753VuBI4nW5escq77vkeJkEWQNDE52lFwlcbmOnLSa7MEGo+K06pAEPUFJOzTRHhcEm5dGUKuxLQ+rZ8CrLZisOb3HWmW3T+n6F7u97+fOmpYQkDkuj0uVbEpAsrmnEwKGiMjnpsNtawm5yuaISD3Zo8eZIKGJSjjK/R0gYxfUafKyYQDCZawBy7DKDyFlYhkEm5f7daKPTBHmjREiSVNng7T7ahxlKjaBkF72SSJzQRqbWwu07Gda2g+i2P40bx3t6raTYhD/aTtKUPxDM+pBcgbWoiNDL1ub51BFo4EM1W91xA/OC8CyVkbme64z69dyt6RI7iyj7xpJwbA4r2sjr+iD4MnWkf2kO2kpx9iqHbGAj3Xgh/fux9qtp1Iw/zhPWxBOOQ/mSHcUvztzBbmm5vXFdZNb9QDFd2bJNfX5HtVFiuTTX+7DvHHSnf1U5oZ/IyKSprJQ+RImcT8RkZTDwrQpAVfuz7XcYrcL5Pe7NanncE4Yc7isGmvyxT4slpcy/6P6tFQiEzpnlI1nRxdanV4K84K476vjXc6fi4hIqtA76uciIk/sgZXunXPw/LvmfK10c1fi2eSiUIFzhBQ7jj26LAWCvoPCGPIZzPv6HVAyJR2uzz5SmnHiNc4UvaheK4kyRRyjl7Jy8/N3w6AeZ9swJZPyQ3kySAofZ17EV4dBc9gamHZh3uaXgXRnHJnPmNCuybbZ7UbBfLw3eqXqwzV59wxjj/aTZa/Ts0v1aRZ4+NRZGM8Ozya7XUHPyX5L1ytOZUA0ayNQdnA2ZJdLX5ufFHIcb8tlenwOy2ahgPeGyw2Le6kEBdpYdXcNDAwMjhUOxLS63/iHB+l/MsCQ1nFGzGdJ0GNJuWNmH4xDe7x9+DH6hixCI1oQ4Pp/7PJJ3nkyLap1ty1hTmhB5IHKmKRIgFxSpmOg0mRV4hisCnJZHXAIujMjlKCIBPQIkbcyx3xcNREC2J40pKQ8uXlxnOSqvNaQD2dh+RnLo847u0b9XXcWyLbVCsby6I9BcKY65nPyYgirnii5BJYgnG4b1q6DiTyu56yyD9rtEXKt5cyquaLDikPlQThh1Nn1OP/GQV2fd9UILHaXV1BpCpqblEMW60zjnl7ShOuZR1lXnaVkEnmQsb3DUCQsacbvWPHQk9XXtscF4XTEhbkuFFrs9rZETPWZvgPWmsqzKPnT+ykDXlYrNeq2QOHSuwXz+VAryD0nAxMRCZKSJ0lKgX66CStLiAOenNIJya5qwrgr/ehDt12+vf9u1ac5gjImnNWXjJ7KgioiMoncpYcyo68VJ9oGHxn180TwHXZ7G8VJ8/o8cOw3fuE5S6rMjJ5lt2efT/toDj1z6rS1W8g6KgFyDeDYe69eU1zCZ3oScY7dK3A9nMRsk6MOcNiLZ14XeYpMLcfn/PwTEXHTn2UeOg9l6+1M6zljq1aO6lQPUHKvvKMEUJC8HhIWHoi7rXV2+0zfpXa73Kv7kwODLMm0YPxswXXo6fjvKRWUiI4sxxU5HQfLJXA2Wsj6fIEPSd342oaK2ntgchjHC5BLCJPzLpcureb1Q8ER8kEh0EmW1jJHhvT6MFzjB4t4ZvYlX7HbLmdm5EN0tR0LTJyLRezdo824bGBgYPCXBkNaxxmr+0ricxdfVw4jJdDw5vIgTOzWJF5Nsvh37yy/xm5X+fHyb5kVV338zVSDdS9einc/h6QmfVmM7faOr6j+Z9TAipulGE6u83pWjRb22R30jGoID+fUYJxVAW2p4GRD3VkIkbvIq/H5YbhC+b06RXchBSt0D1lUXloLUlK7VbvdctxkPcUIP9sLjftOBwH1d8IV893z2ux2GSWQaXEkk3mqG0IXxyDcOYh4ztOr4ErZFNLW8hoifY3kctpDiX5mRLTgfl4drrs+CCGLLbq379R9/mkuxh30QCCuKkP/VM6ZYh2CIlvyhYTWJurPdWJFRIZySMayeRDn3+cCMd00pMe5by2svdO3Y242xDEfn1raqvrE5uC6qyh+cPVqfP7+yXqP3tVGGa1JQHaT5ZstP/sc5UnShdPtdoLirJPkyvnh6g+pPmxZ+1MP9vtpYQj1p1bq/dZPydue6+XM11QWq6jjddm1ksvHtFIW69N8OGeZI4FWTdBhph8FXEdURCtjMnuxDqw9CFvIp3Wc9ZrdSCTXmWFFCMbM9YVFRD5xJZR97gieU8EyPP8CpLHhzL0iIkNZ/pvi84m8dLdr5V6GXIxZSZUgZce+krZIc7hHZRGeLz7BM6cojmerG9bNdInfIVD4sEtwQ0Dvt15ya2Y39100tnklHcefpzXZlcP5twm8fRJZXSYnk8N9tCyM4TfuzXY7EsI1R326bndnGsnfygN45qZzWJ9HkuwoTu+J0f5+K2CyHhsYGBw9SkcV0yrGPdhgNCyudkvQ43md1cObCYz6+4PF3zD6sxDwh/KQUr720Ez1u3dOADlkTzPOuvpsNwTAv6q6VfVvKQeBypIbHSdYescpmiCUzYcQ7Y6SBEVuqlZGC2MjqyGgb3wOiX+WVFJ5EDcE7d8ltMDCCSTYBZXrl+ZT2qIylTIY76fvBsmFjrOhiohszmCcPjcSq1SQdWaCo1TRPDJvvEKG2+urka82RQl91lKWaBEdKzmLXEEnhLAGoj5NIs6eCiEyOpsE71rcm8tqdRIgIUsrm2QtUkKkV2mB6/QBWHg5sVQHWag4JrfGMTeXN2JjzI1gbI92ghSEHKafphD6VFHplKsmgJi1dWmLna8Hc9BNJG96BMfeldKPPw/Fi2wb+J28EZy1Kn8nIH1bk4j7fHv4bzAuh4ujj0xedZTd+slhxPidmdZ1WtNFXA9P1XABe6ymXNf35CyqRbLwDFJG2KAHZKHcq19wHtcbk9aoRyd/+u8duJ7afbg/M6h81sKY9mzg0ji9FH88QgS40qfH1rcVz9ZoI55taSo9tZnKagUcHlbP5lfKaOjuRCK7TfKS+m6yLLDbPeQ90DYEL5pIaKrqwwl5ch5YlD1ujN/tcP/iZDu5AsX7+mJ2u3WYPGIcylJOWFdBz4x1XXfY7U1jJAcSEampwDoapkRuhxpbyTVXB4dBYAdl82g/FxEdJ21gYGBgIFKyiiJH4x5sGfdgg1FQ7bck5CnJsCPZR4UVs9tBylBbJKsHuw6JaPehB+PfstvzKv/Vbi+MajK4LwVBrZfcuZ7phqC3xQVXqIXWYtU/TYRj7mUQONxLKbbRq60Oxed32O2nfg0BaNFkCDmxU8bebItjEMbYpTlRAMmqTmjN/DC5k9WSZXJCOYjMtiFN0nxuEGqOP2wdBrF6LPED1eevaz5lt+NkPWPS+ni3jvHNOO79a5gXoRqfnGE3q8kPl4mZPwFxgoUCzt9woZ5P1+nkrkeuh7k/4F7/5EfaovKeGXCPG6FYvOYlEJQ9jkSrvWR9X0Qu51UUMFtDltZNA5pMtlAd3h5an0F6Ev2uX1swTxuGl8DEclI2kJt6o9ZPyNtqRl9TUyk52LpBbbGbEsbfbyvebLefG/ovGQ1O975BC/N5TfRGu10TwsVlHL7s9wz+3G5fGIIV1u/CxAccVs9aqrG5bRhrekk1+uwa1ARyLBJ+cfTTdput8hmHW7gj1HJUtCafVn9fVAbCc0UTlGmNUYqNdOzRR7pAdPcOYx0ncnjhPp1/WPX5oRvxuqdk4BY+lMHcPE3ZdrNFfTGJHEhniohZp6yx205rWae8YLc9FFvpcaP9Zlr16JEld4xg/Lf4/1b9LkhajbYRPM85PpTjPEW0G3Nn/AUxMDAwMDA4HmBI6zhjKO+SbMktbTrBpQQsij07yppuXHWjP+e0gODvV8mI8UzuKbs9SNkZc2XaEnZW4jy7fTkL2B1w0yrs1ELO9T9qsdufWxC320lK+OTfrpPrFCj2tYyyEa8bhLvjZHLvOzWkhfB5BRCwzQlc85YESFJTSFtk9qbZDZmS+FggAV6Ptnquz8NN9AwXLMLTyGpbG9Dk55EunOevJkAIb6A6vLUhtCM+TX4iFD9XVol2Pk1EIqSJsgzE7WZpI6yur65CTFfe4R3yCMV3siXevR7tYkmTl4khjJXrBV86HYJzbBZ+01LUlrTBHUSOqT5lN5XGOVdmqD6PpEAeWrsQ23xJ7B/s9sJKza7nTgTZD0ZozG1YH5uGtDv+HIrN7hvBOtxE8eQcZ+4kJWd54R7rd2Pe9lICnqIjW2dz+Rl2ewKVvJogcKUMuvX64JJITaRk2p6guGSXts6WqlBeKGBhfc6P4B5sHMTYnMRODiHLaNARP9hH3hVrBrFew5QhPFXQ64vXKLuzcszkhf7LuIuUU5ZhLymTUhTScDaFNOwb0a+9RSm46lcFSClCCsV+Km8iIrJp8H/t9qwIEhlFS1DaBZzpuglJFxSUWReVz3Jo0tnyym3OBBmhEjM+R5Iq9kI5txa/q/F+1m5vLulcClsHfzPmuA0MDAwM3npYR+kefHSuxccPDGkdZ7hdlnhclipvIiKScqVG/T1r6YvF0X/jBC+9oMMK00vxWRuTIJe9w7C48Xk6HK5YkYlIVNG9kmrnrYWQ9cp+bbE7pRqC84s9ENrYwlXfqwXarUkIdBfVx+32O6aAcK3vgrtiTVDPJ5MCjvHluXl4vxb2t7pgwevPI2HLQHKjjIUtg/fY7fJmxPvuGYZwe9F87So3byLm7eU2xOjNq4cVKDkCgrK6XydVumgCrD1MVFNJ9Alt1jHC+Zfx955W3IPtCQiqjrKi8lgH5m1iBe7hzmGMuT6o19eOJO7DljgUHqfWYj46XsD1T2rSCo6yKO7JwmpYr2ZT5qHdjjrAsT5kE93uhstmL7lL/r9Xf6X6nF33HrvdQAmfmIQvq9YKm51ktVyfb7PbizwgNUw2hqtAZkVEWsK47qVVIElDeaz17+1r4y4ytQQr8gsjWJMVFtbEez16PhoiVOOXXJo3DoGQN4a09f4UgSW+gp76nIS6ieKnHfmA5BWKMz4/eovd5kQ5kzzazfTMOpxoWjmI2TAR7fv26UW5ugQFxQhlCA96MB8diVWqzwctWLW5BuxpM7E+ZrdjPn65sUX1r/Zi7S6qwu+CVJqsPaXvQX0JHhizKvAMr6PoCKfHBSdiy5ccSqc/ozutPWfYpTdM2ar7KP5kBiWImxvRzzy2nm8n5V4dWf8HklohmIydb7cnW1g3A+RKboitgYGBwVsHS4piHYV7sPUmZQ9++umn5YILLhj1u5UrV8ppp50mIiKvvPKKLF++XFatWiW1tbVy8803y2c+85nDPp8hreOM/SMuCbhd8s1WneDo9BjctsJlsCQ1ByCQD4vW5rPQlimAlHBOlHJHaQoO2CpzgeT4vBD6DkaO91Im33u2w9rDhpd+nTdIRkjOaqeEJ6fWQOibXKY3zPQKCFdcRzNMFrdGiod810SdVKmL4hS5bmwDuQezFUlE5Kc7ke11Hcn0mSDVpg1oAY7j9GoCOM/Fp6Bkg9OFNjmIG7RmEFJsrgS36iW1ILBhR7KiyipcQ+y9UBDEQrifpY06Fnrgedw3rk/L5OOhLk10X0zBWnRz2XK7XUvWGWdm5tOIjE2pwLW1zMF4gqcSeZkIUiYiIhSbLb9vs5v/+xIsg8tq4qrLwijVRvVgfVRQmZwvxq5VfXZRjd9vbASZW1SN/eGoWCPDtI7fW4N4xDCtlb1EXsq9eq00l2EvBqlcSgfFWS/0TVZ92Jo429Vit1NFDKY6qDdcHdUpraW9nKbzbE9qf2nO6Myuv3MpppTj1gcdMfh70nDjZYud3z06+RLRnhKVZB0eLmDDMEkVEelM4u8AxW32UzykM5vr0z1YE1EfFC6RfTjnq0MY58s9mhjOpDJKF9RBIeCje7jZr92Yz6zB2p8Qwj3gmsIPdmjFQX0I8z6T4nrzVPJqq0e/kivJWBv14f6sTsTxeQYKwVlhvaj3pCkMIolnqHIBduukSu2DT9vtHh+SR3FiQLdbr48S1XPlbLmxMuyj3sRqOVw0xs622/2pHeo7rwf3gBOP5fJ9cijgmHSTydfAwMDg8HHWWWdJZ2en+uxf//Vf5YknnpClS5eKiEgikZBLL71ULr74Yvnxj38sGzdulI9+9KMSi8Xkb/7mb0Y77JgwpHWccUn9iJR7S3LVhE+pz3eSEPn7ve+y2/0lCDw+hyDgIU1/klyKKbxLUo7Ysz6ytK4pPmq3ndlEx8LjA7C8VlggfUNuEJ5p7gbVh8uA1Fktdrtp5NBqI562BNfmpUQ5id0QuAYGNQGdUAVh+6V2nGcex1lG9DWflUBip6oELAh7SyBMXD9RRKSeasXmShA023fH0B7WAu3ECgi+l9RjnIsXYW4D0yBwNXXpxFa/fRSC3gd2Y27cjSALJUf9mnwBx9tOcaQP7CeS5tju761C3Vi2EDWRC/CQo/7pr9tw3yppuX6c+ks5/dGhFTGlDoqTpkNfOhHW5Qf26fXFLskVVNKDvQx+ulPvnc/Mw3n++30QYikfkQw6+mzYj0RK7SNUaoRcWCdS/6nlmky+MkTuvSEqX0OJg2KOYrm7c7A2Tyf32v7C6NmcRUSSHRjbvl4oo4LkJptz1P6N+PBdiBRdXMolGMA8FxzPlVfjVJaFAlwTefSvDwZVnwGK1b5mItXkJRL+jvIzVZ+7cvBaaAwg2dGO7AN2+/LYP6o+86MY25mng4B5KjHXk7ZAAVgb0OurKkAZeuk5tYnibZMON2a2cPdQHWAXkcF3TtBEiMsIxSk2nD16JzhiszeRy/bcGH742Zkg4RPL4nZ7e0I/i3YmKBGTF+fszOOay0V7epwdvcluvzD0fbvNtX4DLq2saCwi50CI6qTuc0GY8cYwTzmH4rTMi7UfpRqye7JIksWk+cDfaLvdDs3hIcAQVQMDgxMFB0JCjtzFt/QmuQf7/X5paMAzO5/Py3333Sc333yzuFwH3ll33nmn5HI5+fnPfy5+v1/mzZsn69evl29/+9uGtB5r1JaNSIW3KC5HncNq0sCf24CX96o+CFbxvBb6ui24s1aGkAiJC8a3p7Uw1Z7Cwqz2gYwNZ7QmZCxsGP4/u+3zQgCqCc2y25mSFjg8gmuLkwvZg8MQIHtHFqk+lzSR9WwRyJjrbAiqVZR0p8qnyaQVwBxeQ3UaXR2IUyw9s0n1uXwYY5tLLqh/2g+B5+xaTQZnR+N2208W0ZYl+HzmZbrmoDUZGZ2nV8Hq4CIB37UDsbLt/warrYjIZTOR0KfQhWtLvETEI6qts+EIrCjxDmzrX3V/1W7/v0n/qvq8fxJcXZsrdezpa+hyJMpJNnHMMa7n949RWZqXsD5yJX3fBrKwHL/zFhCzqc2Yw5sTOv65tBP3rf1xrPeeBBQZYa8eZ8iH+1gkbkm5uKT+ep1Q7NIoKUa4hiutL6H4VCuulSJXUwxnoRNEc/VzOE9HRgv751Kd0snluO5MEXuqqk7vtyCMiVKLUFWxTptrt08NOyygtPY4UZeQm72rHc+I2j9pl/lbyM20jDL88jznCg5CPoS1Uk6/S9KzcDCr13GVv8Vuj1hQlAV8IDUfbNFraga5S7vLMU7vArxIq6rjdvvia3SJKplL3gB+jO0cysYsKUetzhTd+wARpqBWhIyJAl03s6+8k0gRo2W3iRK9ulOYj8U7tAfGosewL/YmmYSj7XdrpsxlqrwuJOpiK/L+EW1FbgphrqI+tiJjv3dSnVguCSWik88xciU8VzIORQx7UrMbtDN2n1EghQsncnuJ8jxMc+mkf8kiJc2j91uzhY3oocRWay2dabo/jfd4VRnWms9FNa8HH1N9FlTCcyRSglJh2I1ndkJ6VZ++LCzRhSLWq8+L51o2r71tDiVTs9cbQ9uj10qePMDG8uDi/iIibqo97FREGBgYjA5LrKOMaT2EbIrjgD/+8Y/S398vN9xwg/3ZihUr5NxzzxU/GYUuu+wy+cY3viGDg4NSWVk52qFGhSGt44xiySXFklvCDpc+rl3Jlo6mIF7+j3Rqgac8j6RInQWQii0jsBz5qUyFiAhXPJhBFsRgBYSUtixeqsm0drkqFON2mzNmJij2dtitX3SpLF6e/BKMlIPobnUkaZmZgjBSaMWL2Dcb53eRQC092uXLtQ0Wma2/JBfLd0HoK/bqe7ChH0JGmFyKU+QD68hjotBBFtVZk0i4rNGxfK4BWHWs3z9vt1fdj4259F24ny0XasF9cA2Nh9y9KxeRpeYVvXUfI1duzvBbHmqx217HtXGt3Mf3NspoeDWhhcv/GXjcbn8wdrHdvmE6LKozTsW6cTl8cF98iuKhMzSHI+T+Xa6tJlxGyeOmpEYkqDoT+jzTBeXFPHIlz1NM68SNcdWnfgKUBX6qMVxibkqn8ZTpaxveS675deg/owlz05vVe3yA7tWGOIgmu2WfUaFfNr4rEddrTcZ9d/WQELviFVFooJdCiuY6SWSMFj8l0RURkU1xENDeHGWxprqgUys0iWeX4I407kEHWbGnR/R9m6Bq3eK670wj6ZXztZ0jq/DzT2J9nRfFfLjPotJgIa0clPUgFYkn43Y7UI0z+adrpYgrgPtWGsQc9r6I39y5dRJ3kYvq8VyoDmOuohRb7S3X99pFS2yoA2tnYwee+x0juJ6r5juUWVQDes1e7Il9KZzn1WFNNiYEcK0zKV6Wa0YP5PTa95B19aV+PFcixG35UfByrybnXZSw7bQo3hVDOZyzK6NDRMrcOGcNpR9nRUiyqM9TTu7XOVLezHRjHxUcAd0+KvfUIggJSHPpKJf2KGHwOzFJpG+EattOqrxE9fFb2CMcS9xTwFoddCSCYxdtRoaeMV6Prnc+los0Z5cuERnNFOKjnuNgKBxBHwMDgzcHiYQ2UAQCAQkEDlHZegj42c9+JpdddplMnAjlX1dXl0yZMkX9rr6+3v7OkNZjiMb6IYn4/FIxSYtWdUlYA9jyMxLHy8kSR1kXclWL5/Eirw9QBlOHYn5lH75rc0EI58QuXPzd5agbGfRD6OMaspwp1dmHM6oymBDvKmpLhduFBbz2eVjZgivwIl8zACGlPqgvtCUMwaKcLD+JFRAGhwa1VvjlfsxniFyvp9CxvrlLk+OPToSVjK9yyYtkcXtex2p194F8lCwIgGGKNS12oX8pp4Wk/T2416/shUDKJK0qoAUUdhPfRsp0rgH5SlwLp8k85mdDGgJ+tWD8lQ536TI3xsYCNSfgGnmJBHrRwu2cRpxnw68oNtILohur0GulLIx560/i4baOMtJuHtLnaSGO8UQ3/uC4U64DKiLy4AZah8Twy8iAyGQy51j2Syrx5ZwI5nqIlAN3t2lrZL6EvRimpDv9Wazp9/c66sk+ACtoIQ5y+qcV2FNljuRNVQHsiwof5jNFSaImxKA8skraHb82wAItxtOVxZhX9OlzXt6ENbqkEYL3IlIc7OjTLyvlQkvzli1eZ7cfaNcTP68S93dBFNf23/8D0nj6A3iueBxeMAFy384VMJ5MK64ztULfA96L7SPYE+xG7CiZKhsG8QzuprrCQThdSE9Gr+On+7Av5pTH7Da7Cifp0XjXBl0btowsmN20rZ4eedVuV4n2FBnOY02u7UObQ1kSFC4ioknW7gKUogEHSXoNXUMrRv1cRGQFHbohiozcRYc7b6GAC0oM4V1XdGQsZ7AbsTM2+q3A8MjuUT93WloPrQruocGi+sDO0k1j98GeOFmyjhoYnMiwrKJYchCryiH0FxFpbm5Wn992223yxS9+8XW/v/XWW+Ub3/jGQY+5detWmT0buWLa29vlkUcekd/85s1L1GdI6zhj5e4mKfMEZH5cvxxi1RAau7vwIn++GwIPJ0sREeklgZDrS/ooYUq2pN20ltVSkpU8Ej71kJJ6YBguuNmg1n50D0Mgrg4vttv9yfV2OxTQ5JoLzft95J5LL0tuHxgPCVNUT7GeysK0j+D6nXPzApGkGMXrnRdCDKjlcCfjpCbbhtCnLwvh+vMztNW0luLdOBsyZ/INhrQwFaISNj4aW4JKxLAF0hvWRIatMAUS8FnYXjOg49CeJcvYJqo7macMu4+nvq36CAmHnFilhu57pKDj/xa7EQu8epAyFlMZk+1JjO2Man3fmLg3N8QxTirdtH6/FqInJEafjykUU7owps/TQHHFSUoq9EQ3yMIzDmsil3XpoexirSX8sM7CfvU4XiCTKJY3nsNi25PGHs04LD8rS7DE53K4V2dQxuKfb9B79OoBEP8RKutSS5ZNduUUEblvP4jddLLccqbqECmGdnbpffBML+awewRC7Pos9n7I0hbyqn7cx9NJiRehpGrlYa18ad2P89ZRUrXLiUxyjWMRkWnVIMQBek4MJjGeAbK2Bz16rWyPY712Ub3iLD0/9jo8H9kFtYzeogkaWtfI2DGTjRQrXx1g11ZNqBeEiUSTxuTFblxDWxGKtma39miZHcM69BOBrSvCs6LK4fIZJwVjTnCeHeT22je4VsYCW++YMB2Je9rByO2R4FgQVQMDA4OjxXjFtO7bt08iEXCQsays//AP/yDXX3/9QY85dapWkt5xxx1SXV0tV111lfq8oaFBuru1wPXa3xwPeygwpHWccc78fRLx+8WrDRXS3wqBto8EqEGK7VkY0y/Uc6aCgHGtyaEe9N/mKCUzswZkuUBa/839EAb3UBbd6qAWbjM+1I0Mk6nAE0UtwtXDOg5lZeYndrtYImsiabw5jkVEVEmgGJG8KLlVn1YJ4TbgyJK8oh/He3sDzhmbxAGMWiD+oIWYvZ2DMbu9lYTbfWktWM2I4ho4Zi9WD4E62KxJp3srxr2tHSR+7SCIQ2AVhLm6Jh3DOTgMIfrpHoyTMzi3O4Tol/KI390z/BzGTJk0XQ6S5fFq4vsaeoZeRtvx3U65z25Pr7rabi+pgMvqAkqM05rSj5ipVG+lsxcPTs5WO7tal8kZJosoJ8phYlay9LUNUTKqvMVrDWPblNFu7sMO69FriBJR3U+JZfqtNvW7ebkLcSzaexyLN6lc74NMEpakta6n7baXvBmun69jnquW4BqKQ1hHjz6FzMR5h8Jm8yC5VZfwLHK7QCzZKjctrBcYcR+5dwgZZS1KSHRaSGtwl1CN4XgCe2zTy+zaql+YE8uwZwsW5uCCKXgW7u/X1rv66RhrqgvrYyeR0XXk0cLWdhGRJiLBVX6yMg6S6/agno/tbij3ppegyAmQK+k216uqT2OpxW7vGMZaq09gPmY5Mp5bFIP54AiscfVuuDvXW+jvrNM6kMW17qa4XDc9C8o8+vk1QA+aCleI+uh3BaM2shRjJsEqnoZlkbNB5/LaGsoWwEMtA2ey/xoYGPyl4EDJm6OwtP655E0kElGkdSzU1tZKbW3tG/7OPr5lyR133CEf+chHxOdzGNOWLZN/+Zd/kXw+b3/32GOPyaxZsw7LNVjEkNZxR9nisJSF/OJaqK0jTV4IBk1hkJez+EeDjgyIXXTjKQ6tnGKoyl/u4B6Sz+KWsmfn5Cxe/nNjZN0NaJJWTWSSLTec7XJjUgve7C48lmvWwvKr1d/7hiEc7kuP7gLLpWxWObIHPxCH6/GEECzKZ9PQ3CHtn9cwA+Sw5QzM9cVV1CmvrTBCZMrqgfvkxv/DHNb2acGqk9xWN8Rxr9mF9YpJFDPpqOfooVIbHIfK8mjOYZHZMXCv3WZrN8Np6TjaWKO+LOKrHiUrm8eF+3FWjRYmORMuE012L54YSao+c64kZQ5ZjrupzI/b7VjHC3De5A787vebWux21qVj5HpycIHnOO1iiVzBSTh2Wm28VRfZ7ShZ2Nkz4j86nlF9LgygvllDfo7dHqRA2mxWP6aHX8V40knsnUlkXb5nj7aUtrmQaCY43GK351N93MnluJ4O2pNOTCiCHK8tPGS3n3AQh0/F8LtnKcb4/UtBZMpm6Wsr0XPBIsuipxp7tLaklQvu6YgzdK/B87B2P+bpXEqw5nQLj9FzbmMC131KJXuK6OfP460gkOkI4hldRLQDbh0H2+qCK3dPEu0PT7/Zbs8JaysyZ4ReNoIY8qe7saYnluOcUyt0TGvQjb/n5mBRHcyxdVd1kfpCzG7/d/cvMbYgrP+5cv2cn+lCFug9LijQmKhWB/FcsIL6pHGy2NcGKOmfhfMMOlxrOXwlVo69w6EsXH5HRKQ8UD/q75R12FHPcKzwFwMDAwODA3jyySeltbVVPv7xj7/uuw9+8IPypS99ST72sY/JZz/7Wdm0aZN873vfk+985zuHfR5DWt8sxB3krRd/l7oglKd3QNDLDevbEVsKgdJ9Dl7KriQE9/KOnaqPRZbO3ldBJPrJBfe0KrJmNmlbmteLF7SH2l195E7Qqq0j0TIIGUHKFJgnob5StGbnkiYIpLMo+2euxDVOIfQ92qmTvEyghBhzI+TO1gdhzOGJKdFLQTRLvTjnyNMgKHtbtdZn2mJY/XxTMZ6p0yCovvKqTmL0agLCIRPV7RTXvGdodCuniEhXCv13EX/bm8K9vW9Axxpw0is/WSpylADLKXzlx7Bi+Ki/M345md5lt1nom+1D0rDuNM6zNaE1bq0pzBVb9h7rAEGYGdZz09SBLNS+SRhb44fpd369d6x2WG66XmD3XNyPM0NasfSIwPLK6ziZhXU1ncVYnG7yRbKK7aNkQ6spR8vy+ou5i/CynpiDQD2JauD2ag4vOSpDFKckPK3DmJuV/dp6b5EiZHsJ8X/9Obj3FEpsfdNrZcsg/t7vgeU3MbTNbkf9ej4mTAC5/NhnQVqtGZgD14hWHLi3EjFhBRIHUAc16eQSS+4g1mtVCMeuIAtu+YB+FvVTcqy/mkxJc0hhtSWhyU9VGCEWvK98VLSZiZCISMiF50eUEqRx3e20o9TQVlIQNlOGXi/Vi5pORJUt1SIiPeTu3E5rrWcEfboyus8ESlR1TeTDdjtFGY8vrHuP6tOawNgqirC6toUoXITIYNbS6/Pi4LvxHcV5PzQEoWZ27F2qz27rWbs9zQf17+4KzGHQkbl2kLIE+33wMmA3Zk5GKCJSFkRs9AiVniunz91uzHMihT3hhDOTrn1OhwKR48aZeJtsuwYGf5mwrNLRZQ9+k5VvP/vZz+Sss85SMa6vIRqNyqOPPirLly+XU089VWpqauQLX/jCYZe7ETGkddyRWpcUj98vgT36pbztZbx4kjkQiRS5O3ZmtDB2QQoCVH3fBvTZBwFu5z5tvp/aBGE9WgcyN8cHYhascFgTCR0dEOhmnAtpObeaLLVRLcDNsSDAVFCsZl+Gsm96HFlkeyHgr+wH+WgnYuZzYZzPpH6l+k+vgCvmK0PQ4De0YWzVEU3KOijL8C92QcCOU+mDOTE9zrlUJmLaRgjhI5QYK+sQNF+J4+9XEnG7PTWEud2cwHm6Hff9p7sogQ1NNbuWLrKu4y5SpNizMkr+1OGGAFXu1hZYj4W1x2WLuMRCSPTYemNgYP0WyMuichx7VpRq7eb1fP5nF2LUAi5tiXoN97bPV3+3PoIyEZwQKEXu2kvrdAKtxmnYfx5XzG4vqcSacNa05EQv/SlY8ksW1iRn6GRLz4H+aO8epky8RXKXdhDQVRnMYZOAtO5P45wZRymZCorr3ZMCUX2ISh3t9ejMooN5nGc4i+fKtiEQ9yCVPnFsV6kJ4YMde+6V0eASvQ827wIpqP4mnj/r+7FWnffNIut7hp6Nz3VjI5zXoDO1Tl0IK52vCUST41t3kCX/9+3aajpCFt3h3XieMk/uz2mlWY4s/pxch7N1Twmerfrw+uIEaat6sT7SRe0xMFDAgpkcwrh/1fMtuz01/Bm73ZXR3jpMiFOkxBvMYm4aHfV141Tu6cUCPAMqKcNuO3mTiGjX+m3x39ltJnwTyk7F7wvaNf/e5NftNudSqI+cZrd3DT+t+uQLWDtr4j+T0RDw63gpLtFyqPGtnLOBMVZSpYPhUL1bmEQbompgYHC81ml9DXfddddBv1+4cKE899xzB/3NocCQ1nFGMeuWouUWd0QLmrPfBotdnjL8Zgbxu1fa9At2P5XAiPVBaCprhGCz9HqHxS4AocuaAStKWSxmt13dEBiclo4IS2qtlNBnBV6cDQ4vZrZeXTUB18muoC906uQ6XB6Dk9a0ptHeFMdxc/36xb0j+ajd7oiAtLYRyXR40Ko6q1c0QujcMARhsD+rpfXdKQiX9SGMzUuWqOf6tBA8M4LvfjXwpN0ezqKcx4Vetjjqh8l1UzjmkGPssFYW+Ma28nF7pAhBs6KoBc05ZRDkOTEME5adCa3gKKfETHvzyJp8bh3VB6ZszluSWiBuskBAXxr8sd3mmLhpYU1ap5RjjXIc67YkZSm2NCG/ajKE/SmnQ1Cta4PHwzvy+vE3su9cu/3TOKw4nKTqYJhA+WwWRrH2h+g8P92p53OOF/fRRXtvIA9yvC2p11c3WQD7yHX4roGf2222lou8vrTVa7g/9YTd3pxaYrfdDgLKrq1jwamE4HFWk9VzehgKhTaHx8H6OB4uZAyUR7vjdrsnqxV176MEZc1J/K6qAXO4kTJyT9B5h+TnPYg9ZWugW7DfBkptqk+Q3F7L/MgDUObG53mXtmD25qFAiqfgIfMo/aZ/WNeW5pjOKe530De4P366VcuqtVaESzx1jGBNsPv5CyktSHBZk9RIm93uksNPisSEbwe12ZLoBCf9O1o465CyUoGvzcDAwMDg+IchreOMO9dPkaAnKO+J71efFwoQ4H62HWVlrp4Qt9uvDGlpqomyeTZ2QeCodkGQ8ddod9bSbLiJuoYhwLgfg8Z84C64OPkdVlfFWXdB0GuogQB2eaNOlDOpCX8XKQFNdz9IkrMwPNcITRUhHFZSopxyigOeVaXd0XwW5vP5IRDa/izIS2VAW4S5BAUZvyROJWfiOe1T3NREMcJEejke830tmlBvHojZbbaolFEZEa4r6iStHANZTudcjMPKOksrRb695yt2+5bJ/2q3p3pa7LbTZTRI7LSTXHqvmog5uLxRKzX2pbFGazv/ym5z1lOOEZzlSJBUYaH/jCr055hct7xd9Sk6jvEa9gyzVkI/ytp3x/AHGUReIvJScCg1yiiA+Nr6f7HbnF16pxvu0amStvhliGSxqy2P3+/W9+3Z/NN2uyeJjKyToufb7YHc6cJIFbB3+qlm6jsrYH3fUdKx7kMBKLD6s5gQzs46FIDbcCan+4uDxI6GSEnvtxHa19EwSHxTDEqEjn2atD7UCdLaSrVcdrngafJuckUX0QmXJuRx7CDpAM9ogYv3wytaVP8PViP0op945ksJ7OuLo3O4i7JgskfJbwYRA/q3DTeoPiHPXPQJo0+qgLY7oN3H2SW3sQz3PRiB1bIpSEndyrVFmJOYVfnx/JlVjjkrpc5RfVZkR7daHgnY0jmhHIqp4VKv+h0nfxsLTtfasayWnHAuWq5d1ZJjWE0NDAwMjmeMV8mbEx2GtI4zAm5Lgm5LXu3VAhyTnBRJy0/1QHjYGtdS9E7KwHXHLhzvy4sg+Ld8Q5ceiMfhFsgZcqdXxu32/7XBJZBL6YiIhIkkzW+gZDREslhoFhHp6MY1BCl50jBZxaodJWvaKeaPr3qsLTlU1EoAH7ky9lB8VDKL5C81I/W6Dy13Lhjf4UIq7oClLYNPdpLbaxjnXNgCDX4u46ijSfUY57kgEC6J4fOdZBDxOYjM8q3IxvzdWZ+02z/cj3isAWuf6vOLRSBZk0lw9VEs48X1+jybKex6URR9kuSW2TGizep/3MfkBXcuSMR7hPonHa6tfrKKvS0wz243R1vs9pOdeq18uwPZahe7kKV4jQVB9zPVZ6g+KVKKuGmcccrWXeHVyoJ5UfyOXw55yrYbz8MKvHFAj3OQcugk1Byivd3S8W4hN5ROE6Ow9M6xEDO5tFK7uTdW4O99SSiGXhmgeRdNqJmo8svr9Njf2u1Kqs9bCulnUYZcpJ8b+i8ZDSMuPc4R8sBo643Z7Y69WFMZh2s9e8c+lf2T3W70YT42O56Ti2NUp3kA92r/fiiMOoZhBX57o7aA1lDNY35OX5YjYie6j5fWMVvSr574Ibtd4R3b/ZQVUzwH2ZKeD84CnS7ivnGCtqYQxlZ09B8iLxau6d2Wwn7vcGs312gZFBxhX5OMhrylyTGHFwxkcLxCkZKGkZInc4husuzlUCxqpRsTYnb75WRpHHcv8voY/Tc654E+PIaxa8AaGBgYvFmwxDq6mNYjKDl2PMKQ1nFGY6ggZZ68EkpERDqIpA1SGYI1lLAp6CgLE6A6rRmKcdkUR2zkhGr9Eg1XQIDxDeE8TGA5W2SXg3AtnoiY2PIIBNUCWXQGHTUgW4chhHIikCQJc6c06Ng1H5Hj5/bCVfaJLlxzYxkksxkCLb2IyIsJWDQ8bgiqGX/cbve4NeHy0d8+F8Xv0TYYcWvSOrcSY2tPYzz1vRDwR/J6Pl6l5ClNflxPHR26nKY97CBPX5x6o91eGIOgdu8EWEoC/umqTzYHBUOK7s9gFieN+bXgXR/A72bU4b5zMq58Xgt5JQuC4pd3Q5HwyTIi9xMwljkF3d/jghDMWTr3pkEqqvx6Pm4MwUIVpxjZ8n3aAsloodjuCBnJ5pXgFdC7Tt+3J9swNq4LzMQ7W8KNa67Qe2cmWc+ayB027MXvzo7PVH32p/G7CWW4VyGygsfzOqNsbz+ILsf1nlWHuX66XZfJyVFsJLtMntcAt/3za7E+yrxaK7shHrPbJbnJbq8eQfxiR24Dd5FcCWu0PY29x0TsjzosWLYXKCOsj0r4kKtta0oTpgZS0jQi1F0mkDf85LU47ki/vm8dpDjcTeEFYVLAce4BEZHaEAjphHLc9yTtvXVx7S69hPYyK0VYsbR3SLt176TY6PlR3JOltSCAgxn9zGJsJO8dL7nRNARwPxI5Xaoo5oOyb4YH+z1D7ik7KBu1iEiZhckOlmE+OY63qQQyvMO7SvXnt9iUSrhB92SgsCpzZEXPFrGmS5SAMODDM/tI4k6dFolSyRBVAwMDg+MBhrSOM4ZyXsl5vLJxSBPQ3/S22W225m0vIHauwqctg0HKuNueRmH395VgfQuEtKU0EINgMTUN7fMT7Tj2S70QABdXjS3wVMymOMelECCvmDxB/c4qJ0FrjAxlLoegKZvhZvn2P0HAnloBwWQbJcrpHtFuhFE35qBNQJ4W+1rs9vacJsrtAq17e/wpDJnGzFlBRUTypUV2m111qyK4nuGU1sw/0AVi9MkpuIen1GA83H93j3bxnlwOhcfMZvQZ6Mc8N52j77v7TNwfaybIghWCcOpykJ8l7ApdBJlypclCtK9TGFe/CCHwkt0YZ4FKxFRMIgukYzmcQ7Vy+0hAX1JDBMGhFNmewBz2kCLHRdauR/fr+fir6ThGcSPuW6SFXO4/qGMjP1TL9ZLonlJiGsnSHGYc6akp2601iPubWguy4nPrWORyL44xkMV+G6IMwVGftui2kHstu3/+ug1758pyXdy7wwNyXBPFtUVpqmN+XFveYbEjPZv8VRPW6+XFT9jthGM6/ETG2INjTxrn78ppQrBu6A6MM3KK3R7JQwnR4MhSvJeI5nROmNQCQh5ajD0RDGsyWUl7ZF5WK3ZsuB0WugLuiYv70J5aVnS6YxGLdtRGfQ1nOfuQe7Bae5RZXYZwzVZS7/Hal0Au93bgvu2kOevK6H0Q9mJf8T10KyvlNGFw/gCfG8djBcVmyiR+le9S1T826RIZDZkS3KAduQ1lZwLXWhMhr54gzhlw1K1N5DHQPyTxTm0uIazG63CF91Bss4fmICnwLOgiEu8SfW+nW9Ca+ejYKQvrptetQ0wqLLzvfBaubciNd0tfSRPyLFmB+Z2Wo7jobF57YIxVB5czK0dC2G+FovYeYEu2x4PntJtilkuW3lOlIq3Xk8T6Y2DwZuNA9uCjcQ8+OUp3GdI6zihYB/4FHTLJRAukcYcbSVE4PX5Cxk6Vz4krhgtYuC/v1ASS3ds6qdzB9/YhlmdT/G67PT3yOdW/m7KRTmVZZoRc6P74kjBan6CyG0N4caUppu2MZp0Qo0iug9t6oBkP+4hUhCCUnOIg1+fV4dibExCgNg5gnOdEdfKnB5J4YVfH4MY34sLL3m9p62zEh5cqW89DYYyzar4mFQ83wwLwfyshfGwjC/lZUQgLk6p03ck8EZZMGveQkz+5l+pyLUJlKlwPIrHK738Ys9vN5VrgKBAxiZKLZEMN5qPosJTesxXWEnavXUaW2o4e9Gmq09dWNQf3tNqNOXzlWcSaet364ep14e9Bqhc8TCQx6NHjvHsbrEfn1OJ6UvvQf8UfdAx5PcWQcxxqdwbtsA8ksWtEK6bOrMa1TY+AbPSSwuXedr2+dpOb+DYXrEpTS1Ai/OhMLa03LcLaKWXx3TvJ4v8/u3VZlw9Nxvpgd9JhstTyNTtfjpTbS9b049pWFTfb7Xmi4weDHpDTB9pxnlNrKMbXURaG0ZdYO+rn2YAmZpki7uNzf8BD65QteM4G6TFZcLgXr1pHFvYg5ua+doRkXFinExy5SWFSQYnHEqREqCRru4hWMDzUiTUxN4L+vY6avJPLcK0c+z9cwP2cFcb9iOd0srWtSdwDJn0j5Ie9Ke1U7iExVYMgyV0F1artcevn+ZbBe+z2qbGP2e2wxePB86fT48i8LZgDzkLNbsh9GZ1MjMtPBSkUhJM/MZESEQnTQkhQIqYeH9axM3nT0Qp7rfLgUfU/FuCMxX2HmL2YXadPjug5A4PjCcWjVPGcHLvSkNZxRqZ0IAtov0NhX+mHwNI+BNeoygrE9Tlfjpyimr/rIGNCzKcFZ1Yst6Yg5LB1d0oMiW4SOb0N7m2HBn7O03hZuT2U8XOfjtfdQDGcLUSMysm97uV9OjMyU4wsaeOjZO1pqsA568u0pXZNH6wGf90CoetDUzFPrw5q6+zvExA8Z5GlYKiIY8XdDgJJt4THPNgHQTk3om92P9WBXFSJ482YhXFyctfEXn0PI1XkWvpOqgHLVpicJsqlFyFo9j7LFi4IjftSmjDxWhkmV+5oGc7fn9TELki1VZm0TpkLC4AnjAO7y7T2xjMHBCH9GIROD5GAzrQ+517KKP1iD9bXPhestqd6W1SfCrIW/YII3IX1mLeGoN5vHO+6keqSzohwUiX8fl5UvwQ4oVYv1U/dksC892V0nx7BvM0VuEG76eZ4HYm6iikMokTWzck1cbu93K+JXScpozqJbOeJqP4Czg9y3TRH4jRSlG3PIwY8JbSmHXVyqvwY53XT0O4ls22tX3spsKfDQHKj3faTa2japUl8xEcJhqgczv792P9r1uOZNaVCK28SRPZ7qGZrSxmTQb1Hed52U33cvhzWe61jvyUKo1tXeR+WO0IFHuzEeFgR2kxbZIDGVubR66sxiL/X9+NEHVmKexetOGimddjlbrPb7RbWaoVLKwQ5qdqaASRy4uRJh1ruhddAfJgyO1valO8Zo540Wwmd5WLiqdFdfTPZQyt/Y2BgYGBw7GBI6zgjW3SJS1yScyg1HhmBtjVDBcq57SxG73xJ259TO+VIZBInWXU3lSvJuCCktA4+YLfLKjWxu7oMZO6X62FV4xIeww7h6zd7iGiWQZr63dD/2e1POIrRn1qJsb3rCrgHu4jkZNvo+h3eeWzpYMJTUw2BtiKoBfcL96Pm36WNVNrCBeHnyW49Hyt7cYy5RF7CERA7X5m+2c1EHoa7IVD6G8jduhYCbf9Gfd8nVaO/eOnCoxhnaZ2OWdzwIMZdG4Yljkv2rBtQXaQygOuJUNKvKeQzGivT1qLgIOaaS874J+E87ktQOkX8DkvaVri0jVDioGnTQX4y27Sb/PtnQ/A8rQoKhi2JFrvtrCs6Pwrh9Ow6rLX+EbbYa8K0ioR6zgJ7ysg1OH8M5y+W9D4Yob0YIXfYFBG+BZW6z8QcSPyDQ/C0WOqHhavg2OOZfqrTuh9kjF16dyS1CyzHQPZk0IdLT91+ERZIwlGq6N69sGDWCSWPciPRGJdaEhGZRFZC3qOraZ4zDnfYyV7Erg8Kyr/4vVA8REvanZ5JZze5zebIMtlFbuWPd2mlyPYRkLFlMVj82Xifyuv7tjkJZVSTn+Kxado2OJ6TW9OY37wLz7Y9w1jvDm9W2ZmCom0LlZyZGsceO7cS96bgMAqmaXoriHe3Uvkdv0vPR/sISlkdbVmYQyWqDFZWHAzs2poaGd3N1cDAwOBkwAHDlXEPNqR1nJErHRA88o71YY1hmudMhYeakprLtTgMN6pmKifO4GyzHEeyafBO1b+u9Cm7PYmK2fdmINhki1o47XTB1Wv/CM75wUoQ1TkRPSEc6+RpxLFd5yGGNFRTLWNhNsXIupJkeaEYzOEfa7e3/3oXaiMmu8jy3QfC15PVpHVpFbbI7EoI/rGzyB337Hmqj1UNoTpYouumwC9XK1zYpveTiUtERloxN9lnMbccfjTUrUlFnFwPPeROy5ab/WmtBJlQDuJ8BScuqgBRLTlKFVUHcIyV/Vi7a/+IefM/ADe+mogWJktErCZ+kCz20+C2d0ZS98k/BtKaGIbyZAlZlV4h12sRkT0prClea7tTuJ+skBAR2ebCuL0ezM2K5O12u8eDJDF1ce2aPzWIOfBQduop5CHZ6TDo1FH83eURxNX9NvGi3f7JLB1zGLwarsPRyRTfGcD9OLWoLfEcgzjdQ499epG5erBfYvdq19zP033bRSEAFCIoM6LaiuWn+1NVjXu6pJHcmF/VSYCCg/AsaIj9g92uC7LFUa/Jp3vwd+UQ1hTH2HamcJ17snqcAcHeWRWP223ONt7m1q6pHRnMT1mJSoMVKCO2pWNvQ6QkGXaBjD6bBUlLU6IwEZGRIp45E3yL7fbpYawJrju7KKr3Div3HurEQrzUQrxwb0avlXAAz6+NRWRwZrdZZ+z/dM9ZdjvpwjV05nBtjX70GXZkt943+IS8EcqCk9Tf7AYcCmCu85Rl+EhIs4GBgcHxBkNaD8CQ1jcJzuUxnOkc9XduymjrfMGyS1yJsgcnWVJ0LGK2duylWnj96e1vMOID2OmGdWN1EkLBzMy5o/1cRES2Z5HUiK3FSwIQSDtGHKUYSKA8/Q8Q8EMPrbPbu/tjdtuZvZPREoEAOHFi3G57PdqS9r/PIhnLpLLRE67Mi2hWwZk9+ygD6qTNOI9sXKn69O0H2V/ZCVe1q9/ehuPOxb31VOpxbngU5OfUxVg3JVJQ7OrV1qZ9aZDYz2zF2Gb6cKx9Lh2r5e2DlW/LIATaGVEI/rmSVlDsHcYg3laP7zh+r74ZpCDRq8n1cAYEYcUPsCYmVcENsKpZ3wN+1rarBDKYt7gjy/GuYayplnKMeU0fke7Ss6pPPAPrNXtAMHYO/MFu73BEmGwpgrCEvCAy5Tm0nbVMB1NwtW0pwbp6igcWx+KItqpb2zC20kokgOlagT3Sk9CW1kFye+USLbMpqRMnB7tjs85OfUYVeWqQu7aPHj8PdWgl02WNlJSoHPstWoe18t5Mt+qzvh/H+GAL1xjFsTYl9H5hxV2WlHZs3d2XxTPC40iU8/TQd+02u7nGC1D09Q6u5i4SKZ8loyFhYY9tdWliVqK4za7kert9qMQq7cfxZrtB4M6v42RJjrJpw2C05eQyf/cgQlTcTvdgCx42M8ovsttb8r+x21nKRi0i0undKaOB3XZ7i/iNM6HPoSB9kBqrI9n2Mb8zMDAwONFRkpKqQX24OJpyOccTDGkdZ/jcB/453RVzeVgxeOGxwOKsD8d9JsbOx+dkvcsUtQCWo3XZWgSZYi05E+VSSQsPewcfs9sN0WV2e3Uc1qammCaw+QI02zzmESoFMUVXclB1PT+3BgTsHRNwPVyLsDagrYRNFOMapsQyI0kIYKkRPZ9sIOasmKsHIdjNCjuTvEDoaiFXylUbYGWrDmoXWs5qO4dIwZYXIJDPLZEV2OH63J0B0eUkMVyf0xljlyFrIicy2VJA3Oimwf9Vfbb5KGlN+bvs9lA/CM+jJNCLiHyo9rN2uyeD8/SQZbOsD3PocuyDvQmQY3ZdXjWAzxf16fjlxnJcdwfd016KH2x2ZNE+t5b6UIzsTguEb5qcqvq8kF0hb4SDZbscHEYyF6scGUOr/FDebM9polxOiqm9lFF2QhHZoF94RVsju1dhjZ9RCws5x622prSyIOoDs2Nix3U9U0RGl8T0mn6uD8felcCx9mUwz5NDepNz4rLBJJ45Q9S+v11bkeeRLqbci3VURYnC5mujulJajRAhZ+v7HlJ23J/6repfHV5st3cM3CuHAk6gx4q6gTFCOsYD/Az3kR/xmkHsiWmOMkz7SVnYSdtqegkKlu1u7Y7LFuaGElyXOyn/Qj+RbhHtRsyxplzzdZDmbKystYcDPo/JSGtgYGBw8sOQ1nFGwG1J0G1JS4WW1q9r+Be7vZ60wgmBNZQzKIqIpAr47lw/3K/mxiDc5hzum3FKclIqOV0ED8BFQpbbPbb2ZSANlzh2zepLbVG/Y6LKWFtEOvyrZI76jq0g1VQvlC0q3E46LK3f3AyB9Oz6mN2uD+Ca335Km+rzt++kDJXTQQwv4GAv0WRQ8nRPOnDsoUdxb9o7YsLgWLrHu/DdRfVxuz28B8JksFL7eJ/WiGOXiGDcsxuuk8uqNbHLU5bhOJVP2Dlwn4yFQhGE+uX4T+z2qbGP2+1PTdLZpespt0ySpuYZqlvLVvGgIzEM/335JAjhLiI45eXaCl65DNc2M0xxgTswfndYK29cAaqP+wwE5F+Ux+z2g477trEA61m+gD5HYsV5V+TdGDPFQufJiiWi/SRejZMyily8J1To5GBLp8CSnU5hvYapVFBPRscpJsgSvXUIc50uxuz2fKojGnMkchLBjZ9cgbmN+HHftyU0ETlzCtZhdCZd236c/9Mfdey3GFuI6Z76yW3fYf0XP5HlnfBMmPwoLNSTypAIbmLXX6vudw8i2zYn8Qn6waCZpIqIVIRwH7kWKGer5Wyq441HM8iR8MW6d9rtoON5Hs85NGJ/xilVmLNpuTPUd6tTmMNGFxRtF3gvt9v7o2epPttLcGev88J9fY4b81SkTOxrLW25jgruzzAl9+oYXmO3ne+Z6or5OHYJzwwnoR4LblXHm9zkXVrZydbikB9KFq8ba5c9qfIFR/KAIwCf82Rx6zMwMDhyGPfgAzCkdZwR9oqEPJaKKxQRqSYhukTE0ksvSJelBYyIF1a2sI/KiITQ3+NwB+tM0wvWB1fEOP3mYMIUv8hZSPBRdlYuv3MwLHARCXCQ6z4q7RAmH8M4WUq4BMeQIxFKO9V3/FM75vD7Z+DzsiXaRdIVIivsvW12e9dOCGZFxz2YVE8ZMyeAtG7bAwvExEpNKv5vJyxjMyog/O8la+RwG8Yyr6gzXCbJmvhMN+4hW4qf6dVWrft7ITT1F0Z31XOiVBrdRTpJtQB3JrQ76/fav2+3r6tD/PNS8gzdTVa+7Ql936eGcRGcQCdDFr95lXHVx72SStYkcbzqSTiW10GOS724V1UUWujpxN5J7Y2pPjE/FDMTvHDVLQ/ievZ54KKYt7Q1sjsD13r2tHi4C5bAi+p1SZJXBjDOmZQAK0fz4TmIYomt+n0ZjPPXPZpo11m4QbvdiKGeVZgvo8FZp5WxL4W5fikHMreA5kxExEfZmb1LoHCpOBf7oLRxn+rTcReI875BEMBf7MZe/o+36xjw8sV4Zlkj0KRUnoprmJ7Cmn62VxP6BQJX7EdLcJut9uPzU4iwiYi4SXgYDMbt9hApIfcknuIuYlGIx6To+XabCduA6PuWLsAlODGCtcd1MHmtTQ9rxUHUhzWxahDtrXGMJV/S6+usMN47e4bx/BoqUh1fl1awVvlQgmtiSXsGvIZdFq6te1hbdwvl2Etc53RixZl2Oyj6ed6R22C3y8hrhBWsTpdin5cSl41BLqvCM9XfnBgqeQiu3OWhFvU3W6FZKVIs4V45Lc8ni4BpYGAwPjjUnDdvVv/jBYa0jjNW9In43S45pUoL6wGSLDYO/spus6uw061pWfTv7PYUstyyC3DWIVw2ltF5tTHukOB0F34NmRyEMbdDEz0Wesla9Xin9umrC5FAGWbLDxWjH4IQ35nWGy7ujtvt06MtdvsPeyHAnva/WhCoK8eErOmFBSBNLsDsRiki0kFxrI1dmJsack9e3aGz3e6nef9pB9xRTwvC5fOdlMNndRuVtRGR7cMQLmv8GM+mOIS57UkdU7YhhUzNR6vp78nBQn5uRNfevCX6abs9ROWS+nO4byky8LcmtXC7PYHFG/Hh8cOJZ9MFTZQnkttre5qSP23AfXtPs6OWaRh/d5BraCuVIelMa8Hw8jJYnPamIES/SvVTF1hIJlNy7NcJfgjuHnLfnBsGUX22R29Kiy78hz332+2ryq+223sSmugOUgbkHUnMzbOUkGjd4B1yKOiMgrSu6sd5ujL6udJDCdbWZkEEdiYestsVYZ3E7HfrMB9TtmM+dw7jmnMlnaxoDmXl5izly2rR54P3alJ0exxxsYM0HzxPaymr8KKYtiJ7XFgTc2NY36/Eca8agtrdmnMHhAtk7SZF4/smL1F9Ek7j9Z/RR4mQ9uf1vR7ygmxPCuN4p5fhAcLeNjlHRmsuJ9Y1Qt4MlJV8d1qvyc0pKL1mu5DAK0qWxW2lNtWHyXXAA6XAINXQ7Rf0YUuiiEiCaq5qV+NDs1zHZeuY3zEO5dl4qNmLx8LBMi47S/AYGBgYGBw6DGkdZyytPmBpHXC4Ze1OQjBhV2HOBBzx6z4VlB+jMQTyEiBXylcphlNEl0xosZCJ11cJ4aHJgiCyvfiCPqcXWv9kHoSL4/VKrtEtdE6syoBItbsXq++ui8KKwcL/brKk9ZNFustRRy9JLrAvxCGoTkzCpa/coy0qHA85QJbbJzogTfrd+h40laNP9wi2y0emQNB11kb0001gl+97Bv/HblcGrkPb4SHJVKgng3OuHYZwXnJY8sfDJe01ZPKwHA870mBbFC/bNYJ5i1K9Te7S57Ag7HcjcdD+OFwE2aq/qEq7JPvdWOM7KcESE4etCW159lPMdF0Z1k4fZVk+r14//njcZ9Tgelb0ItPq9IhWRjFah9Hn9GocrJ+eBa8m9XyW0bXNdJ1tt3/R9W84Vs3nVZ+JpPBhTwsmInVR7fJZ4YYlihMC8fMnTIl68gFNyDcNos98L0hjRQXW8ZrU71SfgBtu5rPqQGoWTcazsK9fW89e6oFFeH0c18P1pN8xQW+YbA73sbklbreLu6H84PrC1Q7X54vq8TzbTnWJ1wxiX7NLtIjIZEruFaZ5d9O+dDkyxvdm2W0e40mp0jgx1SdZoBJLdEte7sWY58aw7lYP6PlsCmGu2SK7bwR7osxRaq2xCEVC0E9u9lQoduGwJuSbPLB6hkuUSZxEjMkuKHzml8GCKiJSJMtiZxAEdtsQwhuCgSbVJ0eKVC4PdyjWVCfYe8jt1u+NN9PN28DAwOBQcMCodeQeGCdLrL8hreOMCm9JyjwlWVKpX3SXNxEBI+tdJ2VTzThKyXBynUqyAG5KoE9jUC9itnhxKYcLAqfj/BkIPFyqQESk0RXD+b0gvcPRC+z2ELmPiuiyOZWUrIOJbjaks5H+uAcJn87z49iNVKc1RSyi1a1jytoGH8HYIiAVAQt1I1f2aeuu183HpnIpst5uT6a4RhGRoQQEutlhCDPJAt8rLdDuovq4SXIXrA7BfXInmV0mlWshPES7kuREVUpie+JhGQteb2zUz53C11guaBPKkaBoWkQ/Irhs7CtpkNuGHEgRexU4rZG7B2FN5OzY0TLMTZf2ulUCJR8twS4HjliPllrMVeVMCLRTBGPevlJnYB6mmFCOvW0KYr+2j+BeLYxpa/eMCvxuVgxzzcTyjKqQ6rOakugk85jDS2u+YLfXDej75K7GOPdROEAPWezSJNCLiPRmEBso5CaUKkPt4pgf/asdpFUaME4u21NbpHIvno+qLm1pLN62fsx1JSUu2z+slQ2rBnA9O5M40XaydnsGTlF9LqHkbaEZuD+zmuJ2e0oXyEspr9dKgko3Ta5Cn3Mbse72JfQe97sxh5w5e/NAzG47QyJqAlQCiOL1X6WauNMd8dzdWdxrH62jdzbBOjqpCSSvt1dbal/uBYHrHcH9XRjDs8xZU7wng3OyAq6b+oe9+rkwN7/QbleQB8WmIpRULRaUHW0u7RY+4sJ+mVLCMzgTRfZiZ86H6jIqcyN4nqYEe39iaZrq0+WBizIn3aqsQM6FMo/Ogt0ef9puB/xQ6lYE0E7loEQdK/O4E2MlkhIZXwHTxMcaGJz4ONq9e7LsfUNaxxkXTG+XsM8vvqBDy94FDXjvIDTRm4cgDM0M60U1swICTGUAL+UzvBAefI54N45F2z6Ecy4FP5D6AG57B2WqFRF5rAPnrPJBAJzghWDVNaIF74rYJ+12ygXL2qzY2+x2whVXfaotCOjxPK6tn5LRdLjx8nfWuW2MwSo1lIEA9EzmP+32ptJi1Ydf3skMju33QtDL+rWb6ZluXMNEkq8PliQqS4li9g8hQcm54b+12+c0YW4jXi2gcEWjAN3fi7MQ5oaotIaISIKSBZVRshC2QLgcaYq5jBInL9k1iNqMUrlIGDMrcLxqOs8f94NgtJNAGnVpV18W1ApFkL6SQFC8L7FG9dnb/ozdDvjwO76fc2LXqj6coZbKryrMudxR03ICubeWk7WFY/4KxNiy+r6dSnGTpX78bmgDfsfEWERkSWx0H34mPM4M4X1kWUyR8uTJ7KN2O53VJbY4npKxhkruNMbhpl7uWJMv9/AzB2OroFj7iF+Ps4EUaoN03esGsQZe7NHPr6dyj9vtriFkc+bERxstXa9TlaIawJryLcX1eK8gF36HN0XFIClzUnR/A9ijU/2OV2WO5pN0F7NTUIpYBX1tLvfoVvoL3WNn0lXHyOKcxX4Q5VwHKVjK4vrYlFl9CiUhK/fhWG4HQeJcAiVr9HU4lPc5+ripD8Ycz4M0Mun2uOA6LqKVYbz2kwUoKLgGuYgIOeJIghQRu0lpeHfv11SfqyqR/fyiif9qtyN0OU66mCiHIrSTal2P0J7K0/t+o/9p1T/qJcs1xeUOUu10do8W0S7GMcpEXh+AUthJ4rlE02Q3LOGVFp5redHPgR433iNckihG3hQ+C0odVgiIiAxkEF/OCckYzqoIPi8UWCFfJf0Oe8xZUimdwfttrGeZgYHByQ9DWscZbm9JPL6ShKZowaghgIfwMnp5L6Aanc90a8tPiKw9CxaQayh5t72ytYG7yKTquN2eH4fgzYIJx3A2BvULYGoY4zm/DieK+NDuy2qBZe0gyMukcrDjB9shML29RpPjP/XiJX16LGa3dwzhPJdGYH2L+LTAwvVDu9Jos8vo07mXVJ9JJbz8s1Sn1UuW0tPCugQHgwV5Fuw4qZSIyKoShO2psUvt9i4LsVIvdsPCVRPU/RfSMvCTK/gE4lHnZ88RxtPyvN0OuEgwysHSkUjrBE1MaC+mWNUllFm0PaUF7ypSeKzqxfqs8WHdWDkIaf0Oq3wZufglKTv1Mt+Vdrvapy3PF9RBcM2RN8KGPGIrNw5opcbtPRDg/rYOlmOON56mk2BLhZdcFCmmk/vMIV6bcygu4+TlMKMC4+kl9+A/dsRVH7YwtVtI5MRlVC4Jvk31mRPF8SqoLtQUN64z6dPWnhx5LXACrrUJlEGa4P5/dtvjqFX0+/6v2+3pVYi3HSYLE2cbFxF5Wx2UNCFy1w6Ra+y9iV+oPj6Ptrza5yGBuD3wqvruqR7Mz7//BMq1f3wOz5JtSczzk52altSQO8PZtZj3PWQpHnFYIz0ufBf0QOnVk0F7XkQvkEfpvDE/98dv6nTorKzoxTUsq8W+8NDrhefTmT6rjL7rzlIpLFIOPpXVdaYnlxDHPtGPZ0mATjpS1Ne2hQhTawYhJ5k8LNyTwnhmdY28ovr76b7HU4hPbam8zG6zd83BwNZQJ/44+A277Yq/NRbIfvLkORLwfHD7YOiTtUd1zqPtz3Am/OPSTdw2MDAYG8bSegCGtI4zopfXSqQsILJQZyD0UDKWyazp90JimetITuHiRUYxSK5tEOBafqDdrLriOM+7WmBtiVaif6gKEpjbISRdSRx2LIVmySHAXT5CJT0yuJ6rpkDIGhjW1tnLGiAM+T1xu907wgOCNaHMqweze5hqbw5hni5sxPk/WK7dCFkJYAlIFlfQSBf1C7aLXOWaQxAgY2T5TjssYV+ahHitVAFzw6S3nurOpouOa0vhnN0U09pAWaOnO9x2t/fBCssPJw+VE4r4ddKbcgE7nlUBoXFhFPOUCTutQ7iGuZW4bo6XY3fagbwmIY90gPB0BeDCuovMoZdUL1R9mkix0kUKgj37Y3Z7Y2EPd5FrqxEz3UBWEI41f75bz/vkMI49pQLX2RgkBQmRWb63IiJhKunRR+fppyVVcHgMrBn6md2OlmnX9Ncwp96R0boM495HcdZZF/aL8wU1VqboyyLL7fZpNdivXsdtL1qwUK0sQUFS64bbfy6ovRRe7sNBOjNk+abfNJYtVn1aBx+UNwK7a4qIVDWDDH15McbA1j9WMtUE9XxOpjDQP7bz6HCv+nM6DrYugOdHYxmO10pWPo8jyzoroHi/cJKrkFc/SzhetZ8Tn2VGdx9dWKlv3MQQP2eoLBZZivk5ICISdGEdsO6Cieqa4mbuIt1ZaIBYwcA1vTMWFAfNZQhXEdFWQyZmTFRdjhAAdqFlcpsoQGGTz/erPi5V5gb3dzzqxhoYGBi8WbCOIp51PPofLzCkdZxR3NUvxaBfShu61ed9myF8eMmiM0KkqCuhk2jMn4djhOaApOU7QEBrF+kXeVWS6r6Spxt5wIo7ACHL5RDgSpSlt0j1HDe9Aktpe1oTUE4k8iB5OdWG8PnHp+uEGOzWXCR3sBQRwJ3DmJtq/9gbrsKHPh0jlCgoo8fJVoeVfWRlpNg1/o2IyFCeSQoI9QwSgp2xa3Hqw4IqZyZ2k7W9wquJzJRyHO+lPoyNE3DlHLUq31kLV0g+Z08Glk1OZiMikiEhlK09PvfoFmURnQjp8X5Y2W5ohoU9SFa13qQWwqNe3NOoYGwuF7KhOu8Buw5yPGVAcKwKS8fycRwpZ6QOk5PArpLW8scHIbzfn4AVd7bAxbHMg+tZ5RDcLwgi0cycGM4ZYkuaR4+zOrzYbk93Q5BnN/vhgtPLABPiY/2XhbWyoOxK7iJr8iDHTGhjZNWupThWXgMiIhPKiMjQGuBM6Isqr1N9In6Mmx0l4uTVWG1RGm0RaZXDR1sKB59ajj1fFRidqDscG+SFbgyInyVZ2h9OCya7SLM7Kn++aVCff4cLZC6agZu7z8KifDWn+6RccDdOWhQ3WQIBvDT4drvtdbg+++k5y0Q5VcQ1O134d7pAGjdkQfp6hl6226GAVoBNL0NegiofygPtdcG7Y5hKe6UpPl9EpM5qsdtTK1F3tn0Y3jJFR2b72goot5jcclkZj2O/hQLwpGHrbo5Iq7Mm79GCQyIMOTYwMDA4chjSOs546sEGKfcGXmd9a6DkIy/2szsZfuO0aW2hmNSzdkJ48FDsx7S/1wKHd6qO97KxB2yytAHW2eKgjovxTYf/ozcF60JLD4SMKS5NQIsFCErnNWNsXG908gwtpHjJALd1NQhPLQma08JwqU45YqiS9Pe7mnF+zo8UcZSv4RIaQ3mMzUdJVcKOPkx+tiQoSylZV+KOGrIsNvaQZe70KviZNlGirnxeb8MdlMxlahjH3k1k4ewaR7YiAisRagM8Ti3Q1hKpCHogeNeQFXjIMbZXya2wxoVEV1OozmIjlRaqCehMnANZEH8mNdPJsjkvqgU7LwnewwXsiWwRi6ghpC26cTKM/a4PVtjJAnI/x6dLDXHm6CluuEj2UyxhK7k7zhBdl7QyQKVHaBn10a26b+AbwmBLVJuFDKxBmlsRHf/HSgGqFiVzKTGMzxE/uS0H4j1MbuIdOVgmdw1j7zvjBwezuKBTXPAkcMfI5TT5J9Xn6uqb7LafFBH9SbQHXDr2ll07SxQH4aVM4FmH9YyzPm+lWOaNe7HWKog1r4/reLltLtRmTSb0eF5DoaT3Wy6B55nPi3njOO3xICicCbdAidQuiNxst6eSh0CNXz/PExRvz4n9ut1QbvaWdNhAV3yFvBFGKIZeRGRT7m67zTGHzZVIpMRxkkVLj3MduamzV0CYErR53bq0GMc8c2kczhjsjH8czyzrhwpDVA0MDI4Wxj34AAxpHWdMjSUk7PVLbYN2lcumMNXVlG2yfRhC+Ip+bRlsS4F8xCh50+xKaN83/X9aAMsVoSV/oS+Gz8k6ky+hXmi5YwVc1gRhZvI8kI+fb4Dw8PEl2h7C2VnFjXaDH8KHp1Fn8s1tgQC2jepQxihBSG+WM6tqYjhMQjVbICdTrOpwQff5YzuI7inVo1sgOjN6QtaSfDyJDOHNVKe1pUJbpZ7piaFPGYR9TpJVIKVGtyODKvONCxtRCqad6o3OrtXCV47mZ8JcrAkvufAqk6WI9oumk7orIeyXBrWwPvsJjKErBSLBZWWiZeiztj+m+v/rUgi7OymzaRvVT32+V3sccEKf+9sxnxc0kBDuqCs6O4LfVQda7PbE0OiuwiIiER/Os38E8zaNzLPVgepRfyMiEiP34AGKb2WL9vzKD6k+mwfvsts+SjJ1VtmH7fbCmBbwp1EN2jZaO2WU0TXpKFV0Q81f2+0hCsbdlIG1uTONfTjiSCLEseKVfnKZz8zF+MNaQTGVysK0lGN9TCarbb59serzPMWKhiw8M9ykCsq4NAkI8QYml9EmUiw92gcr3y5rtTD6EuvRm0hOpBzu2j6XvtdlftwrvxvrtXtIx9EzXK7RX7cHSywzFsl6KYtyYue4rrfbAzk9zhd7qCQSrc89OcSx1gV0LeYzKbHeXoHbb0f8WbvNJFFEpDmyzG6z1ZMT9bDQlM7Ak+FgYAXLwTLqmrI0BgYGJzMMaT0AQ1rHGWt6q6XME5DB/TrxEMe/PdkFAY4z9E7WnkzSn8Eim0rssjsFQbXcqwXaDsrsO6sC5KGfsne2Ehl2JpPpp5jS6ZPQ/sy/g6SV9mqrZ/oVcnv1sWBBtWX92rVraB+u+6pzQIJLdDn3vwwLU0NQx5SxBWFqBYT4xkoQtvt3aRe266dC2H2xD4Imx+91jWgisyKDpC/TIxBiPe6xBaiBLLmj0g7j0hgFsk43RLSCo64F4wzMx6KoegyCd911jmQjUSqfsApuiMU+zJvlCEbOdGMMOSJg0akYT88WHfRcFcE6eDUORcqZs2HJ99XhWFdXtan+4bMx77V7YNUqew5ue8mCFoh303q9nLxJWcGxPaHXJPNxdi3vyGihnlFNVvW6ABG7IXY5R3tJpSYbbHGPkyv2GTVoz8pPVX2elc/Y7eYK7IlCiceiMwxXV+BvjgE/tw5je6lPX2cVWYE5oc6VYUxoBcVc703pfZClBFj3DT9ht4Nu3KuOYZ31uX0EiaHqyf98mNY+j0tE5Fyq5bmGsoLvLyKJ2Qyy9IroWGJOLMelWxZRgrjutH429xJpfFsUFsx6L9Yqu9OKiGSpbFCRnnOhSriY7008r/osDr/XbnNG1xEq17LXrRPt7Bt8QkbD5BDmgJOlOS3szRWY6zK6vxeN/JXdzjuEmT1k/Y5TFlsuZxZ3uNBq91zM9VhE1UnguQ8n5zlZagsaGBgYHB2OlnSeHKTVZVmWeSuMAxKJhESjUfnc1M9J0BN8XbbJdQMgbR5yBH6V4of2JrWQEwnBneqvo9fY7fPrIWQtm6Dj8kJlEK56+iF0/WInSAGXg105GFf9r26K4djVIIAcg/lIV5S7SISExgxdNxOHM6s1aW1NwYr60b/BNbimkQtYamwXWFWGhGDFIdCPrNPa9707Y3Z7D1l32QW4NaVJGl83x65+4v0g2p5ZjozDZZTiP0JWQxYot8HiOPCYJq37ujDORdcSMWrE59INa7uIyFP/DSvXRLLErSFr5kwHOf7fNhzv2ilxu83WOyYYIiJdRPrW9uNm/+qTbXbbe5pWFij0Y01ZVCvXRbGEVlLH9WW2EVHeTKWSsiB5G4a0lW9+BOutLoR2gazdm+KaHHOW3yApJWJkgWUXa6d1t4piQrfT0psfw+ftaU0qNtBzYacbVqn3xEDePnO2dt+MvI3WFPkhu2rpc0fMs5WkJE0JzK+LiLJF5TzSW/Te69gTs9udpDTrpjrTjlPKFCLXteQyvq4XVkpnPPcIZTYvUCKlZ3pAcpzeIbW0ZVvo+cf7dT95UPzLzh+p/u+O/Y3d5uRiHIvc7XgUcYmULHl9bB/C+bvz2iI8TBbiS6oonpveB5sdcbCVlK2b63g/k3vKbt9QfYndnh/VipR2UkZxWRh1rLh+h7yaBVHmpEpuSmLkLGPSULHYbncMIXuwm+I5OXtwa1zXmZ4cgxtxqgj3FhdZuCvc+jnLNZ8ZTIALBf2cLDnckkeDx5HBmt17Tc1TA4MTEZaIFGVoaEgikcgb/vp4wmvcwuetU8+fw4VllSRf6Dkh54BhLK3jjLZhS/zukvxm8Jfq80vKPjTq76dZsN5NKNexa60uWBf6KaZsC1mV2kc0QeDyHKyO2DhE7qxl2g2Z8WIPXupuF4hdkt71Bad1liyLT1BynkupzM2Aoz5lQxAHLLRjbL5yin0NUp+cFsZK3SBgFs2NRUGtuYTe4EUiLM/3YQ4uqcexFsa0uzVnIHXWy8RJHdI6EUqrDe69rihJ19UgGOUNcdU9OgQJecOv0CeZh0BbU6bP2VgBwWrTAKw9Gbrm1QNa2fDXk8Gs9pOrb30Q5xlKajLICZsuaaRkNC/hIeh6Gdff6XB9nl4LktbwNlyDRa7LVkoLlvu2x3B+yiI9RBmkWSAX0QloRsgqvz2J8XBsqIh2M902RPG2EVx0mJKo1QT0PWCFTSXF67aSruCVuLaanlOLa1hcBFFlq5jHp8/jCtM6Kkfb6orj85xDa8YKE2qz+3exH/M+0KXvWx95cDAZ5PjnzhFdqogzz4ap5vREqoUacmQF53vVncG1zYtS5m1HmS6umVxDCgpO8OYjJdVXp9+o+vN96yVyWkZvx0llY+t249TmRE75kt4776jD/uPb8Z3Op+32NRXnqT6bk9hLtZQIYK7A0spWcCeqyMugk7xI2Ht8P7kAi4j4vfrev4ZpMSR8ipR0LoURIuTVsQ/a7YCFezjowruhNgIrvIhItYX32ECxDeehuPN0Sccyc+klrlE6mIKSx0s1QUVEcvkeeSMYMmpgYHC8wbgHH4CxtI4TXtOG/NOUf5aAOygjDkHijwnUYOTU/xzz43doeM/0IgvjjAiERiYOQY8W1tlVbFUGCWgmWrBgbnYh4UvfiHbzOi1wDa7JDQJXZ8E6Miia2FULBMK6IDTwPLYFWnaQGj+VVSHrClu72M3W51Aw9VHJh4sb4F73jvNxzb6pOjaSTUGKQIbIauCM+2QMQjDLbQW5Ht6rdT8dPRBOU/nRhfCLl2Kc/hp9zmGq0Z4dAXHPkLvjtn49oZyNmcsDeZSlWJ9nD8WR8mXHfCABJUf24A6yrG0mt9l3NIKMTaNawZyMS0QkS3HGfGx2az9vti7jFDkb+8IVxe+sXipv0qtNYSUqI7J7Q8xuf2czrDBXTNDkmOO+Byk2sCer5+A1tJRpYsj1j5kQ86w7k2EpYkeEmGvGOrNTt5AFM0HKoOf7QJKe79V7dFmNI/bgzzinhi3SmMOeEe1xcH8H/k5QTMHkCsxTX1Y/8/6N3P6rLqG9SDGt4nBnFSrR9Drt2GtwelmQFTm3LW63X12FZ9bjXSBZYa8e51fbkRX3n5rOsNu1Adzf5jLtKcLg/eal+2459k6S7lV3BvtibxrzsbpPX1tNaPSavIxuVTLH+T7AGl9XQm3UK8Mgjc4a2Hwf+0ZwbSVy1d1saev/JMqTwBmcU3nOeI5x+h1Zjjnuu7eA52zWhWd7yeEqvDL+E7t9auxjdttFO67o0gqOtAv7Im9h3QQF69MtWjnJx8u5sA6CFsWTlyhDsEs/F7gUVU7Qv7+EdwBnZn4rwVb+Q3HFfn1cNq/3k0MoNjgZceJbWj2eqqO2tBaLAyfkHDCMpXWc8d19PxWXyy0Ly/9Kfd6VA2ltDkBgKJKlghNdiIg8JCipsc8FS21DCQT0vHpNdP1EFCMlkKc2N+KJ9g4+ht9QshERkRS9lPlFnBZYStwuh2DkQmmeTVnUyPMIu/Tpunyt9PJjuZUtGg8OYszvrIJQJKKzmW5JQOibSwQltVpbd7uoVA+TuW3DEMg3DuoX94daMB8xP4SZ6ZQ4NjOit1Eih/EwMeTEPy+th2VhYbMuj5QnwtQ5CLLBpJPHLCKyth8Cw84RWGcuqIGw/mpck7QIXc/KDMUVU4ze+eU6Q24PCbG9BQiA0yrwEIxTZmefS89nkGrlhokcM2Hc3KqzhGZ2ctZnzHX7CNa309h0YT0S2IQo9vWiBpy/O6PXB5PTTjKI8nKvphjMjUNauGWL3VQic7103J0JLUT7afF3ZiDccnbX787WMZhhPwT5fbS+ZlTg2HuGtZWPXXc7qKxVMob5bHRxCSQtgE6ix8we8j7oSON3bWntDjs4iDF4n4WirrsTa9pZUqkvjWNzLeYsEfeJIR3fni2BAL79zLjdnjwRiqXzaX2lC3q/fnXyaXZ7C3lncB6CjUP6Jf/7AcS6/3UNnqEx4uMv9mjywll+PaPzT6kMaKHk+SG47lYL1juXjlpcjePOjei54fnduxPxy6wP+O++R7iL/FUF3I2d8a6v4TSvfm8MUB3b3yfh+hv14pwligMecmQfnuLBPdg4gizUdeWIo+0e3qD6cGmbbVm4S7NLsxMVIcSU5wpQeh2KBdYJJnweziBdiB/2sY4VDjdm+GBJwwwMDAzebBhL6zjhNW3IR5s+J353UHIOKfqXPd+x200RuHaNFCFYJUZ0RsVYGcpUpHIgNiMZJL25qflW1YetsDsTIAWrS0iS0ptGHG0spMlguRuWqHIrZrdbc8iK6dSoJtM7ZDRwDNSFYe2SNydCNfJIouZYKxbgutNOqxb+nh6BpLgzAeFpUZW28rH1qdONObywAgIYWwZERBZXcb1NfHfZZCQrKTjiPndTgqJeirt8tBPHWlqNtt+hPOunzLNVfpzz8Q5cc2tRC1nnxxAj10q+3Gy18DgsCE8Pfddunx1FeZLdrnV2O0b1U0VEWiyUVPK7cTw3CXDsIul8ujQTmasN4stqsrzvTetxzo3gep7ogrDOGXIXVelJ/Ogp8GCInIp74CYLu+UMwiRrj5Lq6XcWfW6NOAQ4+l2JkqhxjeaX2zUhD3nYoopr4B02sUy7FFeQO+xGKo9UG8Daf6xbexlMCOGIeymuluND3zsZRLkyqs+5uxuW/Qc6iDzR+nROJyuj4rSm+2huplRo9jZEbt4r+kF0F0RAdLlUkojIe5qhoFj4PhB/F8XnW11Q5HD89IGLIILPLgd8QVlHLGQmP/rvSBEkDmuiFCiMYQT9rQytI6d1mdbkWIas0jD6J3fpa1u/Bwnb2GJfTaXFciXdJ0mKIVZeuIjgWI4CbXxsDqPIlEa3DLgcZIm9bYboeVrgMj0ZZ71iHCOi9U82nB46eszcxrELjoeWh7RWnEWbSSv3cSTuljhZrhN53Cs+TdaZJI/IYV7QHnaDaGdFW//jFhTGHLvL1hmP6IkazkOuSGXRLqhszLggLkklIlIZQkhT0IXngkWKz4Kl47TTFLM8lIa1uTxItcYdXmcsc/C1pXP99Bv9PC5SySyLxmDx5ybR118ITnxLq9tdKS7XGNrOQ4BlWVIqDZ6Qc8AwpHWc8NrCek/1Z8XnDkg8rzXez2Z/Z7fdLrw4WgIgsAXRD/e+IjTGvQmUaTgv+v/sdpVHW1R6inip7XPD9bc7hfjYPNU5dLl1HNqkCGKqikJJTXVRC5EAAB8eSURBVCwIsRmHJplfdvxyCVJZiFn+81WfEMU61dALKkiZTVdT+Z6pJRB4EZ3MaqNrrd2+JIjSC06BpYpI8GBu9GXf5yAijRTYdvVEisWjuqYbhzRBeL6bBHl6KZaTQBwji121vgVK7k3TcHZTfUunUoRJ/K4SCPXePNZNKtur+kyoWGq3WchwEbmtJ5IqIrJHsI4q3LB0zLFm2u08WVScpUIWkCKBH7+cwGZyWFvCuIbrPrLE7SKrJV+/iMgXFmK9esiCuJdKTM2qjKs+lTGKrSbXUCYL7PJZdCgr2EJeJCG8i9ZHW0oLY+yGnKKEPhxD7vSg5RJAHSMHkcoJnSTfDpN77wIi+2dUkfu7g2xw/dPnujDvO0oQlJssnSjn/ZNxr2dHdRKw17ArqeeDrdd7h3EP1ufxLLQcWRB/OAcJ6xZMwrMoVI1x+htIkeIgFQVKKFakefKQzsutHRsU8pTrJ0eZrvNZvfZ57bgp0ZeL2s41VaQ1wfWch0kZ5ifvhVBAk+s0ufO3UVxvdxbvIKe1O0cEjvl4ThFT1UXVxw7QZZNDjOofH+P568RgFjer6BBVnC7Gr2GEiH7C8R5mhDyYTx8dK+N4lsRpUbDiz0NkMGPhPD6HAxuTzn7yoOguwFqfzvWpPtEg1jSTPiZshZK+toQjo/NrYIu0s4TSm2U5ZTdil0PBoQg1f0cC+cFcjfnYxvJrcGg4GUhrZBxIa+KEnAOGIa3jhNcW1pLox8Tj8kvM0jFkHW4Id68O3We3S6WxY6XGApceYAIsIpKn4yXTXCPv6B7unFHRQxZUEZFCERZMLgzPYwv4tYWptmyO3Z5awvVkqfzDiqEf2u1QQCecCvlh+an2TbfbTK65DIOIyNLYJ+z2kBtCAhe6d2akbIiCBH+8Bm5z9cHRLVciIg/FIWD3ldD2uaFgaCmhvqVT8cAWYs7MzAl9OtNaOF1bgnW0ZwRkP5MFgS0Ptag+lVS/lAUjdlMvC2rSGvSRNp0Ei8FhuLJfGP0U+rv1+hwqjS4Arsz+3m7Xh+arPlNKsIRnSZFS5wEZjPq1oDgtwgI22lvjWF8Fh2mQLcTsCs6u6OWkCXEmwNmUwx7XMW7Yey/Ff6z68F7Okrt1mR8eD1eVv0P1YWXMI+lVdjueg6dGOqcVFA0VS+x2+xDu7xlhxAJO8sfsdq6ohcadFjwTNg7+ym5zvc4QjVlE5LoahDTsGabnAgmqrKQSEdlQgtdGTw7rmNfXgsprVZ8zyFtEGz35PPg87oi97Sa3bM7gvMiF+qWxgCag7N7LFv+H0ni2n045CUQ0sYm7wXTn+dhtV49tgJKv7XfDpXbIgtvwTOsUu73HvV31570TIAXSY8M/tduVZdNVnxK9K0byIDkjFPrhfJ/ws/5QMvQ6iYyxeBkYGLx5MKT1ZCGtJqZ1nNHjahO3yysb05vV51EWrI6AqDLypPmdEdSxopxoYizN65GA0/5z+2Bg4WXEEcO0l/5OR2D5jXmhYW6MnW23u4dWqv58vAGy/vm8iOGsjSxVfdrIRXp4BEJfhoQxJ7qH4Bb9ImXsnBkGYRp2FLvtIgtxXwJWYI6nigXhzltwaPbv7cd4qkog580BKELiBUdZGIE7F9dDZDjduDPkWjVWgL/zWGnKd8Qa77ooEtikKS666HB7C7tgstrrwnXGgi0YZ1GX4Hg2/aLdLnH5CfISmBK9WPWJZRfa7Qp6ypV7iSjn9f6I5uAZUJnjuEvc32wJ5+wvaBfafiIVXS58N0T1Rp1gMsbIU7zdsF/PIcciVwiIYlsKShq3Q7HEceyMrQXEAvoFSpmCw5q5Lc3HhlKlSG6EIw6jVgclAaoJYN44dvdBSqbjBJdRKY+db7eZNIuInFX2eZwniJf6IJFTTkjtJEhMoOYLSN5QERfkL+hQA1b1DuVx8KVeZNjdSgnvRESiLrhWNltoD1I86IiDDA66ET4yibweipRt9/nMPXb7a9OghBARmRvGXHOisCldqEe7JamTdu3xgPh66F6zwiribVJ93OR2OphHfPxY6zsY0GEHfGzuw0qRgC+m+gS82KM5ei6wMi7o1hnTOcswP5sNDAwMjmccMBIcHWk9GWBI6zijqTRdvK6AeMu1kNM6+OC4nYMTTfQFdZmcAGVBDJchic5YcafHAwZISCmVU9mNJMio06I8Ftj9qTehXaGOpMaenyzEQy4I6B0pCOG9JS30jQW+b61jfC6irdqTIxfY7XgepGp3/kXV50jur9NV7HDB1pbeBBQCRSpvMsm7RPVJUObprQkkXGEr3cESqTBcRXIPLg2q714agqUx4Yrb7TLygAiLzsDM2UiZyAQCiLXKU93HSkcSs77B0YVgtqamR/3F68H3ZmNxl/quPgXCUC1YE0ey3+MpKFhWU7mYUkmTp7ES1bDioqji4ERWFJ+x24syUECxy3xZQHtg8L7sSW0a9XNWkIiI9JOvaoUP4+FMuuxm+kwWLvMiIskiXIr74+vt9pRKWLg3ZHW5lb4kMvFGyIMhkUZW3Wj5TO4iXVmQ2G2kFHCT8sWpQONEedvIEl8VgnX04rIP2+1eR9znE5QFmpN+1ZFOY3tSK6ziecQZjkU6WVF4JMjm9XwWS6PX5OY1lXasr7H2Umqk7WiGZmBgYHAc4uhIq5wk3iyGtI4zLJcllqskXlfgjX98GJhUCStIBQmqHTmtze8kd9Cjtei+mWiKnWu3Yy4I4VxuoKIS1oixLEWHgyNJyZ/Nweo3WA7hNisQsipF1yys9MKq3icgMkyEmoOwAk8M6EzTrBHrEpwzQ7UQQz59zkOjzYcGVhDURE5R33FCMBYOq8OwbPL1B0p6HwQplrkujLqknfEXDnucbDHrS+lak/0uWIvYy6HMHbPb6VJc9fH7QJybKpDhm61IiSJIRSav+4+VmTR+lB4Pe0ZeUn/vJeXLeAroR3IsD7loO7OmpvJwwW8L4tgDBbSdCVcOxfrlLA+ypRKKu85B3MO0G/tlZ/Z5uz05oL1Tol48Z8oq8WzlmP6oR1sW66MzR/2d3wvLILvWioiEybuCr5ufS0lHjoEcEdWxktEkqXRLR1or90IUR18zxiup1q8Ddt2UVZtDCtjq6hZNdNnSWShSbLgX64MT47AngYhIjtYKPyddFEx8PL/PDAwMDAzefBjSOs7YJ5vFLV5JjnS+8Y8PA16BwMCJSIaz+jzHa7p9j0M47R2GFaWzCIHySIglW1Crw4vtdiqrrUNOF+XDhTPedbTzixzaNfgFpo6oxyGoUj3D3SPP2e2x3H7HG2xBdSbdSmdGn8OhdJvdHijBerfL4e64JPoRu82Zqo8WLPQ60ZPrGvO7seCMhz6WqCBLr4hIrgCLE8d6Z+g636oEJQd73rC1dxu12eWzVDx6dQvXzsy6YOVvL8IaOEwW0E3HsdfJoaKL7nWXrLDbL6a0MquFEuu19yL++fzQX9vtYUd2V7auHkp86sFwsH05FlgZZRmiamBgYPDnDIJHYWk9SdyDTSKmccJrwdITYheJ2+WVVEETJnZ1PVocbkFwg/HHm3kP2J2UM/4eSS3BY4GDuWFznPEQlXg6Ua7teACTPobTPfdkhdcbU383h8+y25wF+3hSPBgYGBgYHCuc+ImYRAJHnYhJJHtCzgHDWFod+MEPfiDf+ta3pKurSxYtWiT/9V//Jaeffvobd/wzIlInHvFLwKfLoBxtDBCDSZIz1tPrRZzeiUgEOMkLg7MSHw9gt7XxtgYMZ2A9Z6s6W9WO1mr8ZoKTYTnjZrl0k8GR4S+FnI4Fp3V3PPMFGBgYGBgYHH8wMa0iIqOnDP0Lxa9//Wv59Kc/LbfddpusXbtWFi1aJJdddpn09Bw6+WtNvyC70s/IrsEH1L83CyUrr/7l8j32vxMRpVJ21H/HG0qlEfvf0cLtDql/+cKA/a9QiNv/RrLt9r/jGbl8n/3Pskrqn8FfJlz0n9vls/8ZGBgYGBgYnLjYvn27XH311VJTUyORSETOOecceeqpp9Rv9u7dK1dccYWUlZVJXV2d/NM//ZMUCocfxmRIK+Hb3/62fOITn5AbbrhB5s6dKz/+8Y+lrKxMfv7znx/yMTK5/TKSbRfLKqh/BgZjgQmwSTZicDLCov9YyWZgYGBgYGDwRrAOxKUe6b830dL6zne+UwqFgjz55JOyZs0aWbRokbzzne+Urq4DuReKxaJcccUVksvl5MUXX5Rf/vKX8otf/EK+8IUvHPa5DGn9M3K5nKxZs0Yuvhj1Ht1ut1x88cWyYsWKg/Q0MDBguFxu+5+BgYGBgYGBgcHRwDqq/94s0trX1yc7duyQW2+9VRYuXCgzZsyQr3/965JOp2XTpgMJVx999FHZsmWL/O///q8sXrxYLr/8cvnKV74iP/jBDySXy73BGTRMTOuf0dfXJ8ViUerrdd3A+vp6efXVV1/3+2w2K9ks3FaHhl6r33hy+I0bGBwpLKv4xj8yMDAwMDAwMHjTcUAuP/Hzzh79+BMJnRMjEAhIIHDkJTqrq6tl1qxZ8j//8z9yyimnSCAQkJ/85CdSV1cnp556oHTgihUrZMGCBYpfXXbZZXLjjTfK5s2bZcmSJYd8PkNajxD//u//Ll/60pdG+cbE7RkYGBgYGBgYGBgcL0gmk3/OxHviwO/3S0NDg+1qezSoqKiQ5uZm9dltt90mX/ziF4/4mC6XSx5//HG55pprJBwOi9vtlrq6Onn44YelsvJAYtiurq5RDYKvfXc4MKT1z6ipqRGPxyPd3d3q8+7ubmloaHjd7z/3uc/Jpz/9afvvUqkkAwMD4vP5ZNKkSbJv374TOq308YBEIiHNzc1mLscJZj7HF2Y+xw9mLscXZj7HD2YuxxdmPscPZi4PDZZlSTKZlKampmM9lMNGMBiU1tbWw3ajHQ2WZb2ubM5YVtZbb71VvvGNbxz0eFu3bpVZs2bJ8uXLpa6uTp577jkJhULy05/+VK688kpZtWqVNDY2HvQYhwtDWv8Mv98vp556qjzxxBNyzTXXiMgBIvrEE0/ITTfd9Lrfj2ZSj8Vituk9EomYh8g4wczl+MLM5/jCzOf4wczl+MLM5/jBzOX4wszn+MHM5RvjRLOwMoLBoASDwTf+4TjiH/7hH+T6668/6G+mTp0qTz75pNx///0yODhor8Ef/vCH8thjj8kvf/lLufXWW6WhoUFWrlyp+r5mIBzNKHgwGNJK+PSnPy3XXXedLF26VE4//XT57ne/K6lUSm644YZjPTQDAwMDAwMDAwMDA4M3FbW1tVJbW/uGv0un0yJyIHEtw+12S6l0IFxy2bJl8tWvflV6enqkrq5OREQee+wxiUQiMnfu3MMalyGthPe///3S29srX/jCF6Srq0sWL14sDz/88Ot8sQ0MDAwMDAwMDAwMDP5SsWzZMqmsrJTrrrtOvvCFL0goFJLbb79dWltb5YorrhARkUsvvVTmzp0r1157rXzzm9+Urq4u+fznPy/Lly8/7CRQpiaFAzfddJPs2bNHstmsvPzyy3LGGWccVv9AICC33XbbUWXjMjgAM5fjCzOf4wszn+MHM5fjCzOf4wczl+MLM5/jBzOXBscaNTU18vDDD8vw8LBceOGFsnTpUnn++eflvvvuk0WLFomIiMfjkfvvv188Ho8sW7ZMPvzhD8tHPvIR+fKXv3zY53NZJ34OaAMDAwMDAwMDAwMDA4OTFMbSamBgYGBgYGBgYGBgYHDcwpBWAwMDAwMDAwMDAwMDg+MWhrQaGBgYGBgYGBgYGBgYHLcwpNXAwMDAwMDAwMDAwMDguIUhreOIH/zgB9LS0iLBYFDOOOOM1xXTNXg9DnfO4vG4LF++XBobGyUQCMjMmTPlwQcffItGe3zj2WeflSuvvFKamprE5XLJH/7wh4P+/ve//71ccsklUltbK5FIRJYtWyaPPPLIWzPY4xyHO5ciInfeeacsWrRIysrKpLGxUT760Y9Kf3//mz/Y4xz//u//LqeddpqEw2Gpq6uTa665RrZt23bI/e+55x5xuVxyzTXXvHmDPAnwox/9SBYuXCiRSMTezw899NCxHtZxjSOZM/MOOnR8/etfF5fLJbfccsuYv7n99tvlbW97m1RWVkplZaVcfPHFRnYaBYcylyIi3/3ud2XWrFkSCoWkublZPvWpT0kmk3lrBmlg8CbDkNZxwq9//Wv59Kc/LbfddpusXbtWFi1aJJdddpn09PQc66EdtzjcOcvlcnLJJZdIW1ub/O53v5Nt27bJ7bffLhMmTHiLR358IpVKyaJFi+QHP/jBIf3+2WeflUsuuUQefPBBWbNmjVxwwQVy5ZVXyrp1697kkR7/ONy5fOGFF+QjH/mIfOxjH5PNmzfLb3/7W1m5cqV84hOfeJNHevzjmWeekeXLl8tLL70kjz32mOTzebn00ksllUq9Yd+2tjb5x3/8R3nb2972Foz0xMbEiRPl61//uqxZs0ZWr14tF154oVx99dWyefPmYz204xaHO2fmHXToWLVqlfzkJz+RhQsXHvR3Tz/9tHzgAx+Qp556SlasWCHNzc1y6aWXyv79+9+ikR7/ONS5vOuuu+TWW2+V2267TbZu3So/+9nP5Ne//rX88z//81s0UgODNxmWwbjg9NNPt5YvX27/XSwWraamJuvf//3fj+Gojm8c7pz96Ec/sqZOnWrlcrm3aognLETEuvfeew+739y5c60vfelL4z+gExiHMpff+ta3rKlTp6rP/vM//9OaMGHCmziyExM9PT2WiFjPPPPMQX9XKBSss846y/rpT39qXXfdddbVV1/91gzwJEJlZaX105/+9FgP44TCwebMvIMODclk0poxY4b12GOPWeedd57193//94fct1AoWOFw2PrlL3/55g3wBMLhzOXy5cutCy+8UH326U9/2jr77LPf5FEaGLw1MJbWcUAul5M1a9bIxRdfbH/mdrvl4osvlhUrVhzDkR2/OJI5++Mf/yjLli2T5cuXS319vcyfP1++9rWvSbFYfKuGfVKjVCpJMpmUqqqqYz2UEw7Lli2Tffv2yYMPPiiWZUl3d7f87ne/k3e84x3HemjHHYaGhkRE3nCdffnLX5a6ujr52Mc+9lYM66RCsViUe+65R1KplCxbtuxYD+eEwKHMmXkHHRqWL18uV1xxhXq/HyrS6bTk83nzHvozDmcuzzrrLFmzZo3tXr1792558MEHzXvI4KSB91gP4GRAX1+fFItFqa+vV5/X19fLq6++eoxGdXzjSOZs9+7d8uSTT8qHPvQhefDBB2Xnzp3yd3/3d5LP5+W22257K4Z9UuP/+//+PxkeHpb3ve99x3ooJxzOPvtsufPOO+X973+/ZDIZKRQKcuWVVx6ye/FfCkqlktxyyy1y9tlny/z588f83fPPPy8/+9nPZP369W/d4E4CbNy4UZYtWyaZTEYqKirk3nvvlblz5x7rYR3XOJw5M++gN8Y999wja9eulVWrVh1R/89+9rPS1NR0RIT3ZMPhzuUHP/hB6evrk3POOUcsy5JCoSCf/OQnjXuwwUkDY2k1OGFQKpWkrq5O/vu//1tOPfVUef/73y//8i//Ij/+8Y+P9dBOeNx1113ypS99SX7zm99IXV3dsR7OCYctW7bI3//938sXvvAFWbNmjTz88MPS1tYmn/zkJ4/10I4rLF++XDZt2iT33HPPmL9JJpNy7bXXyu233y41NTVv4ehOfMyaNUvWr18vL7/8stx4441y3XXXyZYtW471sI5rHM6cmXfQwbFv3z75+7//e7nzzjslGAwedv+vf/3rcs8998i99957RP1PJhzJXD799NPyta99TX74wx/K2rVr5fe//7088MAD8pWvfOVNHq2BwVuEY+2ffDIgm81aHo/ndXFvH/nIR6yrrrrq2AzqOMeRzNm5555rXXTRReqzBx980BIRK5vNvllDPSEhhxHTevfdd1uhUMi6//7739xBnaA4lLn88Ic/bL3nPe9Rnz333HOWiFgdHR1v4uhOHCxfvtyaOHGitXv37oP+bt26dZaIWB6Px/7ncrksl8tleTwea+fOnW/RiE98XHTRRdbf/M3fHOthnFA42JyZd9DBce+9975u74qIvXcLhcKYfb/1rW9Z0WjUWrVq1Vs44uMXRzKX55xzjvWP//iP6rNf/epXVigUsorF4ls1dAODNw3G0joO8Pv9cuqpp8oTTzxhf1YqleSJJ54w8URj4Ejm7Oyzz5adO3dKqVSyP9u+fbs0NjaK3+9/08d8MuLuu++WG264Qe6++2654oorjvVwTlik02lxu/Xj1OPxiIiIZVnHYkjHDSzLkptuuknuvfdeefLJJ2XKlCkH/f3s2bNl48aNsn79evvfVVddJRdccIGsX79empub36KRn/golUqSzWaP9TBOKBxszsw76OC46KKLXrd3ly5dKh/60Idk/fr19jPRiW9+85vyla98RR5++GFZunTpWzzq4xNHMpfmPWRw0uMYk+aTBvfcc48VCASsX/ziF9aWLVusv/mbv7FisZjV1dV1rId23OKN5uzaa6+1br31Vvv3e/futcLhsHXTTTdZ27Zts+6//36rrq7O+rd/+7djdQnHFZLJpLVu3TrbUvXtb3/bWrdunbVnzx7Lsizr1ltvta699lr793feeafl9XqtH/zgB1ZnZ6f9Lx6PH6tLOG5wuHN5xx13WF6v1/rhD39o7dq1y3r++eetpUuXWqeffvqxuoTjBjfeeKMVjUatp59+Wq2zdDpt/8a5150w2YPfGLfeeqv1zDPPWK2trdYrr7xi3XrrrZbL5bIeffTRYz204xZvNGfmHXT0cGa8dc7p17/+dcvv91u/+93v1PMhmUweg9Ee33ijubztttuscDhs3X333dbu3butRx991Jo2bZr1vve97xiM1sBg/GFI6zjiv/7rv6xJkyZZfr/fOv30062XXnrpWA/puMfB5uy8886zrrvuOvX7F1980TrjjDOsQCBgTZ061frqV796UJejvyQ89dRTloi87t9rc3jddddZ5513nv37884776C//0vG4c6lZR0ocTN37lwrFApZjY2N1oc+9CGrvb39rR/8cYbR5lFErDvuuMP+zWh7nWFI6xvjox/9qDV58mTL7/dbtbW11kUXXWQI6xvgjebMvIOOHk6i5ZzTyZMnj/p8uO22297ysR7veKO5zOfz1he/+EVr2rRpVjAYtJqbm62/+7u/swYHB9/ysRoYvBlwWZbxGTAwMDAwMDAwMDAwMDA4PmFiWg0MDAwMDAwMDAwMDAyOWxjSamBgYGBgYGBgYGBgYHDcwpBWAwMDAwMDAwMDAwMDg+MWhrQaGBgYGBgYGBgYGBgYHLcwpNXAwMDAwMDAwMDAwMDguIUhrQYGBgYGBgYGBgYGBgbHLQxpNTAwMDAwMDAwMDAwMDhuYUirgYGBgcFfHK6//nq55pprjvUwDAwMDAwMDA4B3mM9AAMDAwMDg/GEy+U66Pe33XabfO973xPLst6iERkYGBgYGBgcDQxpNTAwMDA4qdDZ2Wm3f/3rX8sXvvAF2bZtm/1ZRUWFVFRUHIuhGRgYGBgYGBwBjHuwgYGBgcFJhYaGBvtfNBoVl8ulPquoqHide/D5558vN998s9xyyy1SWVkp9fX1cvvtt0sqlZIbbrhBwuGwTJ8+XR566CF1rk2bNsnll18uFRUVUl9fL9dee6309fW9xVdsYGBgYGBwcsOQVgMDAwMDAxH55S9/KTU1NbJy5Uq5+eab5cYbb5T3vve9ctZZZ8natWvl0ksvlWuvvVbS6bSIiMTjcbnwwgtlyZIlsnr1ann44Yelu7tb3ve+9x3jKzEwMDAwMDi5YEirgYGBgYGBiCxatEg+//nPy4wZM+Rzn/ucBINBqampkU984hMyY8YM+cIXviD9/f3yyiuviIjI97//fVmyZIl87Wtfk9mzZ8uSJUvk5z//uTz11FOyffv2Y3w1BgYGBgYGJw9MTKuBgYGBgYGILFy40G57PB6prq6WBQsW2J/V19eLiEhPT4+IiGzYsEGeeuqpUeNjd+3aJTNnznyTR2xgYGBgYPCXAUNaDQwMDAwMRMTn86m/XS6X+uy1rMSlUklERIaHh+XKK6+Ub3zjG687VmNj45s4UgMDAwMDg78sGNJqYGBgYGBwBDjllFPk//7v/6SlpUW8XvM6NTAwMDAweLNgYloNDAwMDAyOAMuXL5eBgQH5wAc+IKtWrZJdu3bJI488IjfccIMUi8VjPTwDAwMDA4OTBoa0GhgYGBgYHAGamprkhRdekGKxKJdeeqksWLBAbrnlFonFYuJ2m9ergYGBgYHBeMFlWZZ1rAdhYGBgYGBgYGBgYGBgYDAajCrYwMDAwMDAwMDAwMDA4LiFIa0GBgYGBgYGBgYGBgYGxy0MaTUwMDAwMDAwMDAwMDA4bmFIq4GBgYGBgYGBgYGBgcFxC0NaDQwMDAwMDAwMDAwMDI5bGNJqYGBgYGBgYGBgYGBgcNzCkFYDAwMDAwMDAwMDAwOD4xaGtBoYGBgYGBgYGBgYGBgctzCk1cDAwMDAwMDAwMDAwOC4hSGtBgYGBgYGBgYGBgYGBsctDGk1MDAwMDAwMDAwMDAwOG5hSKuBgYGBgYGBgYGBgYHBcYv/H4NhwmuKbujPAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "S = librosa.feature.melspectrogram(y=array, sr=sampling_rate, n_mels=128, fmax=8000)\n",
        "S_dB = librosa.power_to_db(S, ref=np.max)\n",
        "\n",
        "plt.figure().set_figwidth(12)\n",
        "librosa.display.specshow(S_dB, x_axis=\"time\", y_axis=\"mel\", sr=sampling_rate, fmax=8000)\n",
        "plt.colorbar()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 473
        },
        "id": "W2LZ5s2ZJzKI",
        "outputId": "dc40cb8f-debb-48c4-d890-2234857c62b2"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.colorbar.Colorbar at 0x785118f5a2f0>"
            ]
          },
          "metadata": {},
          "execution_count": 5
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x480 with 2 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# !pip install datasets[audio]"
      ],
      "metadata": {
        "id": "ZzPNexClJ0rq"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from datasets import load_dataset\n",
        "\n",
        "minds = load_dataset(\"PolyAI/minds14\", name=\"en-AU\", split=\"train\")\n",
        "minds"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "A3Ke3ZViJ4gV",
        "outputId": "baf5331f-7f8c-4019-88da-5dd53dfdbacb"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Dataset({\n",
              "    features: ['path', 'audio', 'transcription', 'english_transcription', 'intent_class', 'lang_id'],\n",
              "    num_rows: 654\n",
              "})"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "example = minds[0]\n",
        "example"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yJCK5LTuJ_EA",
        "outputId": "1a7578a6-6565-4284-d44b-871ec2989a0a"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'path': '/root/.cache/huggingface/datasets/downloads/extracted/a19fbc5032eacf25eab0097832db7b7f022b42104fbad6bd5765527704a428b9/en-AU~PAY_BILL/response_4.wav',\n",
              " 'audio': {'path': '/root/.cache/huggingface/datasets/downloads/extracted/a19fbc5032eacf25eab0097832db7b7f022b42104fbad6bd5765527704a428b9/en-AU~PAY_BILL/response_4.wav',\n",
              "  'array': array([ 0.        ,  0.00024414, -0.00024414, ..., -0.00024414,\n",
              "          0.00024414,  0.0012207 ]),\n",
              "  'sampling_rate': 8000},\n",
              " 'transcription': 'I would like to pay my electricity bill using my card can you please assist',\n",
              " 'english_transcription': 'I would like to pay my electricity bill using my card can you please assist',\n",
              " 'intent_class': 13,\n",
              " 'lang_id': 2}"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "id2label = minds.features[\"intent_class\"].int2str\n",
        "id2label(example[\"intent_class\"])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "f8pXm3hlKTSi",
        "outputId": "f25038c2-9527-46d6-f820-ea5457ac55c8"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'pay_bill'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "columns_to_remove = [\"lang_id\", \"english_transcription\"]\n",
        "minds = minds.remove_columns(columns_to_remove)\n",
        "minds"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "y81D2FQ2KVgC",
        "outputId": "aec9aa44-43f7-4a92-e5b7-603a34e30f42"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Dataset({\n",
              "    features: ['path', 'audio', 'transcription', 'intent_class'],\n",
              "    num_rows: 654\n",
              "})"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# !pip install kaleido\n",
        "# !pip install cohere\n",
        "# !pip install openai\n",
        "# !pip install tiktoken\n"
      ],
      "metadata": {
        "id": "IM0AaqQWK2nF"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# !pip install typing-extensions==4.8.0\n",
        "# !pip install gradio"
      ],
      "metadata": {
        "id": "CiircBCoKjTZ"
      },
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import gradio as gr\n",
        "\n",
        "\n",
        "def generate_audio():\n",
        "    example = minds.shuffle()[0]\n",
        "    audio = example[\"audio\"]\n",
        "    return (\n",
        "        audio[\"sampling_rate\"],\n",
        "        audio[\"array\"],\n",
        "    ), id2label(example[\"intent_class\"])\n",
        "\n",
        "\n",
        "with gr.Blocks() as demo:\n",
        "    with gr.Column():\n",
        "        for _ in range(4):\n",
        "            audio, label = generate_audio()\n",
        "            output = gr.Audio(audio, label=label)\n",
        "\n",
        "demo.launch(debug=False)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 665
        },
        "id": "HxrjacECKgNE",
        "outputId": "0a5cbaf9-495e-4594-b37a-2969b78a4261"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/gradio/processing_utils.py:340: UserWarning: Trying to convert audio automatically from float64 to 16-bit int format.\n",
            "  warnings.warn(warning.format(data.dtype))\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Setting queue=True in a Colab notebook requires sharing enabled. Setting `share=True` (you can turn this off by setting `share=False` in `launch()` explicitly).\n",
            "\n",
            "Colab notebook detected. To show errors in colab notebook, set debug=True in launch()\n",
            "Running on public URL: https://06ca223696c5acd994.gradio.live\n",
            "\n",
            "This share link expires in 72 hours. For free permanent hosting and GPU upgrades, run `gradio deploy` from Terminal to deploy to Spaces (https://huggingface.co/spaces)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<div><iframe src=\"https://06ca223696c5acd994.gradio.live\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": []
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import librosa\n",
        "import matplotlib.pyplot as plt\n",
        "import librosa.display\n",
        "\n",
        "array = example[\"audio\"][\"array\"]\n",
        "sampling_rate = example[\"audio\"][\"sampling_rate\"]\n",
        "\n",
        "plt.figure().set_figwidth(12)\n",
        "librosa.display.waveshow(array, sr=sampling_rate)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 467
        },
        "id": "vqgd92wEKiQ4",
        "outputId": "8e169511-bdb5-43d0-ac1a-ffa98b713183"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<librosa.display.AdaptiveWaveplot at 0x78510ce2df60>"
            ]
          },
          "metadata": {},
          "execution_count": 14
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from datasets import Audio\n",
        "\n",
        "minds = minds.cast_column(\"audio\", Audio(sampling_rate=16_000))"
      ],
      "metadata": {
        "id": "p_mk_D6wN54Y"
      },
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "minds[0]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xLyMHq_-N8K_",
        "outputId": "3ba54c43-9eda-431e-deb5-c2aab067b56d"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'path': '/root/.cache/huggingface/datasets/downloads/extracted/a19fbc5032eacf25eab0097832db7b7f022b42104fbad6bd5765527704a428b9/en-AU~PAY_BILL/response_4.wav',\n",
              " 'audio': {'path': '/root/.cache/huggingface/datasets/downloads/extracted/a19fbc5032eacf25eab0097832db7b7f022b42104fbad6bd5765527704a428b9/en-AU~PAY_BILL/response_4.wav',\n",
              "  'array': array([2.36119668e-05, 1.92324660e-04, 2.19284790e-04, ...,\n",
              "         9.40907281e-04, 1.16613181e-03, 7.20883254e-04]),\n",
              "  'sampling_rate': 16000},\n",
              " 'transcription': 'I would like to pay my electricity bill using my card can you please assist',\n",
              " 'intent_class': 13}"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "MAX_DURATION_IN_SECONDS = 20.0\n",
        "\n",
        "\n",
        "def is_audio_length_in_range(input_length):\n",
        "    return input_length < MAX_DURATION_IN_SECONDS"
      ],
      "metadata": {
        "id": "X7LOaTOaN-Cz"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# use librosa to get example's duration from the audio file\n",
        "new_column = [librosa.get_duration(path=x) for x in minds[\"path\"]]\n",
        "minds = minds.add_column(\"duration\", new_column)\n",
        "\n",
        "# use 🤗 Datasets' `filter` method to apply the filtering function\n",
        "minds = minds.filter(is_audio_length_in_range, input_columns=[\"duration\"])\n",
        "\n",
        "# remove the temporary helper column\n",
        "minds = minds.remove_columns([\"duration\"])\n",
        "minds"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cCwmoghYOASS",
        "outputId": "d32878f6-b940-410c-b6fb-2c9ebbb09bee"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Dataset({\n",
              "    features: ['path', 'audio', 'transcription', 'intent_class'],\n",
              "    num_rows: 624\n",
              "})"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from transformers import WhisperFeatureExtractor\n",
        "\n",
        "feature_extractor = WhisperFeatureExtractor.from_pretrained(\"openai/whisper-small\")"
      ],
      "metadata": {
        "id": "jTK2gPu_OBwH"
      },
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def prepare_dataset(example):\n",
        "    audio = example[\"audio\"]\n",
        "    features = feature_extractor(\n",
        "        audio[\"array\"], sampling_rate=audio[\"sampling_rate\"], padding=True\n",
        "    )\n",
        "    return features"
      ],
      "metadata": {
        "id": "gkShMKADOE3y"
      },
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "minds = minds.map(prepare_dataset)\n",
        "minds"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jqGxyVnYOGie",
        "outputId": "bc648371-462f-4eec-8057-e61fe3d27fb5"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Dataset({\n",
              "    features: ['path', 'audio', 'transcription', 'intent_class', 'input_features'],\n",
              "    num_rows: 624\n",
              "})"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "\n",
        "example = minds[0]\n",
        "input_features = example[\"input_features\"]\n",
        "\n",
        "plt.figure().set_figwidth(12)\n",
        "librosa.display.specshow(\n",
        "    np.asarray(input_features[0]),\n",
        "    x_axis=\"time\",\n",
        "    y_axis=\"mel\",\n",
        "    sr=feature_extractor.sampling_rate,\n",
        "    hop_length=feature_extractor.hop_length,\n",
        ")\n",
        "plt.colorbar()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 467
        },
        "id": "VTEAn_sVOILP",
        "outputId": "548d9003-daa3-43f0-8aab-5476eaf155e0"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.colorbar.Colorbar at 0x7851197fe860>"
            ]
          },
          "metadata": {},
          "execution_count": 22
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x480 with 2 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from transformers import AutoProcessor\n",
        "\n",
        "processor = AutoProcessor.from_pretrained(\"openai/whisper-small\")"
      ],
      "metadata": {
        "id": "_pdSM3R4OLOY"
      },
      "execution_count": 23,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from huggingface_hub import notebook_login\n",
        "\n",
        "notebook_login()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 145,
          "referenced_widgets": [
            "8fb1aa572e9648658fdff4c9abed7214",
            "f5516144765e4c26a3ceade1a2e76a90",
            "2f569991bf4147ff966bbd64e7ca3c68",
            "8bd462d2916e400fa0c48820e0da3616",
            "52a5b92dc6cc497ea66d3d46ccd7f650",
            "0ba467d85f634d4ebbf294884574f307",
            "88c7e06b805940c6b9867f02f4539cdc",
            "aa255df49a2545ddb7937a331a72d1c2",
            "033a625d542d48c19f02a30df1a58299",
            "3e74180253fd452b9223bf8c51a995e6",
            "4c924e1452d543678efbdd9aec23b0df",
            "e0e223f84ce14cae8e5052e327bbbce4",
            "f6b38f1e605c4258a9e0b871d1b444b8",
            "fd5ac67cdf474c0e97e0a2d5242a550d",
            "916fb973a1714dbdb3d67c55457a8658",
            "11d40c78f5124591a042bf4a55c0fd7d",
            "96ce9a7122414cbbb5b5bb53c9b3f087",
            "1e469b1a2e1141da9dc721f2daf20763",
            "38592c2bf7124d9f806316c630c29023",
            "7db1ce0063d9492186cd5ae5021f2d49",
            "0f5a2e02363a4b68ad597453eb71e140",
            "4c8b1def014d4aca994ad397577919e5",
            "7e83151c9dd14ab4b5752e05d0792c71",
            "e7f51ada2c2e4e27a24c64a3fc845fe8",
            "61cb39b16c6640fe8b8de171105c3010",
            "3e71e73b9e554f1989122935c80246a1",
            "aac4190ee2544cd2b7f4faf01a66a072",
            "3a5633de68ab48fd8c2672ba0fecc73a",
            "48e4018ccf794a06ab46a997a50d27a4",
            "e8461fd6aa61415fa242ff029c2886b1",
            "a6702442c8f64b4e913898c334b8dba6",
            "c74d0f31e4594de78dbfdf9b58bfcd07"
          ]
        },
        "id": "1wI6kM21Q56r",
        "outputId": "75861dd6-af53-4de6-8d39-c46d4123fc87"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "VBox(children=(HTML(value='<center> <img\\nsrc=https://huggingface.co/front/assets/huggingface_logo-noborder.sv…"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "8fb1aa572e9648658fdff4c9abed7214"
            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "gigaspeech = load_dataset(\"speechcolab/gigaspeech\", \"xs\", streaming=True)"
      ],
      "metadata": {
        "id": "W9brbiCvONJ2"
      },
      "execution_count": 25,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "next(iter(gigaspeech[\"train\"]))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6VCgv2SxOrKU",
        "outputId": "3cf73489-ed53-4fc8-8320-3f45afbbc4fe"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'segment_id': 'YOU0000000315_S0000660',\n",
              " 'speaker': 'N/A',\n",
              " 'text': \"AS THEY'RE LEAVING <COMMA> CAN KASH PULL ZAHRA ASIDE REALLY QUICKLY <QUESTIONMARK>\",\n",
              " 'audio': {'path': 'xs_chunks_0000/YOU0000000315_S0000660.wav',\n",
              "  'array': array([0.0005188 , 0.00085449, 0.00012207, ..., 0.00125122, 0.00076294,\n",
              "         0.00036621]),\n",
              "  'sampling_rate': 16000},\n",
              " 'begin_time': 2941.89,\n",
              " 'end_time': 2945.07,\n",
              " 'audio_id': 'YOU0000000315',\n",
              " 'title': 'Return to Vasselheim | Critical Role: VOX MACHINA | Episode 43',\n",
              " 'url': 'https://www.youtube.com/watch?v=zr2n1fLVasU',\n",
              " 'source': 2,\n",
              " 'category': 24,\n",
              " 'original_full_path': 'audio/youtube/P0004/YOU0000000315.opus'}"
            ]
          },
          "metadata": {},
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "gigaspeech_head = gigaspeech[\"train\"].take(2)\n",
        "list(gigaspeech_head)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pWx6JJnORwiV",
        "outputId": "a8ce23e4-0a75-44b2-81b5-f2e4336722ee"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'segment_id': 'YOU0000000315_S0000660',\n",
              "  'speaker': 'N/A',\n",
              "  'text': \"AS THEY'RE LEAVING <COMMA> CAN KASH PULL ZAHRA ASIDE REALLY QUICKLY <QUESTIONMARK>\",\n",
              "  'audio': {'path': 'xs_chunks_0000/YOU0000000315_S0000660.wav',\n",
              "   'array': array([0.0005188 , 0.00085449, 0.00012207, ..., 0.00125122, 0.00076294,\n",
              "          0.00036621]),\n",
              "   'sampling_rate': 16000},\n",
              "  'begin_time': 2941.89,\n",
              "  'end_time': 2945.07,\n",
              "  'audio_id': 'YOU0000000315',\n",
              "  'title': 'Return to Vasselheim | Critical Role: VOX MACHINA | Episode 43',\n",
              "  'url': 'https://www.youtube.com/watch?v=zr2n1fLVasU',\n",
              "  'source': 2,\n",
              "  'category': 24,\n",
              "  'original_full_path': 'audio/youtube/P0004/YOU0000000315.opus'},\n",
              " {'segment_id': 'AUD0000001043_S0000775',\n",
              "  'speaker': 'N/A',\n",
              "  'text': 'SIX TOMATOES <PERIOD>',\n",
              "  'audio': {'path': 'xs_chunks_0000/AUD0000001043_S0000775.wav',\n",
              "   'array': array([ 1.43432617e-03,  1.37329102e-03,  1.31225586e-03, ...,\n",
              "          -6.10351562e-05, -1.22070312e-04, -1.83105469e-04]),\n",
              "   'sampling_rate': 16000},\n",
              "  'begin_time': 3673.96,\n",
              "  'end_time': 3675.26,\n",
              "  'audio_id': 'AUD0000001043',\n",
              "  'title': 'Asteroid of Fear',\n",
              "  'url': 'http//www.archive.org/download/asteroid_of_fear_1012_librivox/asteroid_of_fear_1012_librivox_64kb_mp3.zip',\n",
              "  'source': 0,\n",
              "  'category': 28,\n",
              "  'original_full_path': 'audio/audiobook/P0011/AUD0000001043.opus'}]"
            ]
          },
          "metadata": {},
          "execution_count": 27
        }
      ]
    }
  ]
}